This is pdfTeX, Version 3.14159265-2.6-1.40.16 (TeX Live 2015/Debian) (preloaded format=pdflatex 2018.10.31) 29 MAY 2021 22:50 entering extended mode restricted \write18 enabled. %&-line parsing enabled. **maincleanindex.tex (./maincleanindex.tex LaTeX2e <2016/02/01> Babel <3.9q> and hyphenation patterns for 3 language(s) loaded. (/usr/share/texlive/texmf-dist/tex/latex/listings/listings.sty (/usr/share/texlive/texmf-dist/tex/latex/graphics/keyval.sty Package: keyval 2014/10/28 v1.15 key=value parser (DPC) \KV@toks@=\toks14 ) \lst@mode=\count79 \lst@gtempboxa=\box26 \lst@token=\toks15 \lst@length=\count80 \lst@currlwidth=\dimen102 \lst@column=\count81 \lst@pos=\count82 \lst@lostspace=\dimen103 \lst@width=\dimen104 \lst@newlines=\count83 \lst@lineno=\count84 \abovecaptionskip=\skip41 \belowcaptionskip=\skip42 \lst@maxwidth=\dimen105 (/usr/share/texlive/texmf-dist/tex/latex/listings/lstmisc.sty File: lstmisc.sty 2015/06/04 1.6 (Carsten Heinz) \c@lstnumber=\count85 \lst@skipnumbers=\count86 \lst@framebox=\box27 ) (/usr/share/texlive/texmf-dist/tex/latex/listings/listings.cfg File: listings.cfg 2015/06/04 1.6 listings configuration )) Package: listings 2015/06/04 1.6 (Carsten Heinz) (./cambridge7A.cls Document Class: cambridge7A 2011/02/28, v3.00 gamma \AJW@indent=\dimen106 \AJW@floatindent=\dimen107 *** Using cambridge7A.cls, authored option [default] *** \AJW@baseskip=\skip43 \AJW@theskip=\skip44 \AJW@measure=\dimen108 \AJW@headwidth=\dimen109 \apptmp=\count87 \@dotbox=\box28 \c@part=\count88 \c@chapter=\count89 \c@section=\count90 \c@subsection=\count91 \c@subsubsection=\count92 \c@paragraph=\count93 \c@subparagraph=\count94 \c@ex@bean=\count95 \tmp=\count96 \c@ex@beanbychapter=\count97 \c@prob@bean=\count98 \tmp=\count99 \c@prob@beanbychapter=\count100 \AJW@tocindent=\dimen110 \AJW@toclmarg=\dimen111 \bibindent=\dimen112 \@footindent=\skip45 \c@endnote=\count101 \endnotesep=\dimen113 \@enotes=\write3 \figcapindent=\skip46 \figcapwidth=\skip47 \@figbox=\box29 \AJW@floatwidth=\dimen114 \c@figure=\count102 \c@table=\count103 ) (/usr/share/texlive/texmf-dist/tex/latex/hyperref/hyperref.sty Package: hyperref 2012/11/06 v6.83m Hypertext links for LaTeX (/usr/share/texlive/texmf-dist/tex/generic/oberdiek/hobsub-hyperref.sty Package: hobsub-hyperref 2012/05/28 v1.13 Bundle oberdiek, subset hyperref (HO) (/usr/share/texlive/texmf-dist/tex/generic/oberdiek/hobsub-generic.sty Package: hobsub-generic 2012/05/28 v1.13 Bundle oberdiek, subset generic (HO) Package: hobsub 2012/05/28 v1.13 Construct package bundles (HO) Package: infwarerr 2010/04/08 v1.3 Providing info/warning/error messages (HO) Package: ltxcmds 2011/11/09 v1.22 LaTeX kernel commands for general use (HO) Package: ifluatex 2010/03/01 v1.3 Provides the ifluatex switch (HO) Package ifluatex Info: LuaTeX not detected. Package: ifvtex 2010/03/01 v1.5 Detect VTeX and its facilities (HO) Package ifvtex Info: VTeX not detected. Package: intcalc 2007/09/27 v1.1 Expandable calculations with integers (HO) Package: ifpdf 2011/01/30 v2.3 Provides the ifpdf switch (HO) Package ifpdf Info: pdfTeX in PDF mode is detected. Package: etexcmds 2011/02/16 v1.5 Avoid name clashes with e-TeX commands (HO) Package etexcmds Info: Could not find \expanded. (etexcmds) That can mean that you are not using pdfTeX 1.50 or (etexcmds) that some package has redefined \expanded. (etexcmds) In the latter case, load this package earlier. Package: kvsetkeys 2012/04/25 v1.16 Key value parser (HO) Package: kvdefinekeys 2011/04/07 v1.3 Define keys (HO) Package: pdftexcmds 2011/11/29 v0.20 Utility functions of pdfTeX for LuaTeX (HO ) Package pdftexcmds Info: LuaTeX not detected. Package pdftexcmds Info: \pdf@primitive is available. Package pdftexcmds Info: \pdf@ifprimitive is available. Package pdftexcmds Info: \pdfdraftmode found. Package: pdfescape 2011/11/25 v1.13 Implements pdfTeX's escape features (HO) Package: bigintcalc 2012/04/08 v1.3 Expandable calculations on big integers (HO ) Package: bitset 2011/01/30 v1.1 Handle bit-vector datatype (HO) Package: uniquecounter 2011/01/30 v1.2 Provide unlimited unique counter (HO) ) Package hobsub Info: Skipping package `hobsub' (already loaded). Package: letltxmacro 2010/09/02 v1.4 Let assignment for LaTeX macros (HO) Package: hopatch 2012/05/28 v1.2 Wrapper for package hooks (HO) Package: xcolor-patch 2011/01/30 xcolor patch Package: atveryend 2011/06/30 v1.8 Hooks at the very end of document (HO) Package atveryend Info: \enddocument detected (standard20110627). Package: atbegshi 2011/10/05 v1.16 At begin shipout hook (HO) Package: refcount 2011/10/16 v3.4 Data extraction from label references (HO) Package: hycolor 2011/01/30 v1.7 Color options for hyperref/bookmark (HO) ) (/usr/share/texlive/texmf-dist/tex/generic/ifxetex/ifxetex.sty Package: ifxetex 2010/09/12 v0.6 Provides ifxetex conditional ) (/usr/share/texlive/texmf-dist/tex/latex/oberdiek/auxhook.sty Package: auxhook 2011/03/04 v1.3 Hooks for auxiliary files (HO) ) (/usr/share/texlive/texmf-dist/tex/latex/oberdiek/kvoptions.sty Package: kvoptions 2011/06/30 v3.11 Key value format for package options (HO) ) \@linkdim=\dimen115 \Hy@linkcounter=\count104 \Hy@pagecounter=\count105 (/usr/share/texlive/texmf-dist/tex/latex/hyperref/pd1enc.def File: pd1enc.def 2012/11/06 v6.83m Hyperref: PDFDocEncoding definition (HO) ) \Hy@SavedSpaceFactor=\count106 (/usr/share/texlive/texmf-dist/tex/latex/latexconfig/hyperref.cfg File: hyperref.cfg 2002/06/06 v1.2 hyperref configuration of TeXLive ) Package hyperref Info: Hyper figures OFF on input line 4443. Package hyperref Info: Link nesting OFF on input line 4448. Package hyperref Info: Hyper index ON on input line 4451. Package hyperref Info: Plain pages OFF on input line 4458. Package hyperref Info: Backreferencing OFF on input line 4463. Package hyperref Info: Implicit mode ON; LaTeX internals redefined. Package hyperref Info: Bookmarks ON on input line 4688. \c@Hy@tempcnt=\count107 (/usr/share/texlive/texmf-dist/tex/latex/url/url.sty \Urlmuskip=\muskip10 Package: url 2013/09/16 ver 3.4 Verb mode for urls, etc. ) LaTeX Info: Redefining \url on input line 5041. \XeTeXLinkMargin=\dimen116 \Fld@menulength=\count108 \Field@Width=\dimen117 \Fld@charsize=\dimen118 Package hyperref Info: Hyper figures OFF on input line 6295. Package hyperref Info: Link nesting OFF on input line 6300. Package hyperref Info: Hyper index ON on input line 6303. Package hyperref Info: backreferencing OFF on input line 6310. Package hyperref Info: Link coloring OFF on input line 6315. Package hyperref Info: Link coloring with OCG OFF on input line 6320. Package hyperref Info: PDF/A mode OFF on input line 6325. LaTeX Info: Redefining \ref on input line 6365. LaTeX Info: Redefining \pageref on input line 6369. \Hy@abspage=\count109 \c@Item=\count110 \c@Hfootnote=\count111 ) Package hyperref Message: Driver (autodetected): hpdftex. (/usr/share/texlive/texmf-dist/tex/latex/hyperref/hpdftex.def File: hpdftex.def 2012/11/06 v6.83m Hyperref driver for pdfTeX \Fld@listcount=\count112 \c@bookmark@seq@number=\count113 (/usr/share/texlive/texmf-dist/tex/latex/oberdiek/rerunfilecheck.sty Package: rerunfilecheck 2011/04/15 v1.7 Rerun checks for auxiliary files (HO) Package uniquecounter Info: New unique counter `rerunfilecheck' on input line 2 82. ) \Hy@SectionHShift=\skip48 ) (/usr/share/texmf/tex/latex/lm/lmodern.sty Package: lmodern 2009/10/30 v1.6 Latin Modern Fonts LaTeX Font Info: Overwriting symbol font `operators' in version `normal' (Font) OT1/cmr/m/n --> OT1/lmr/m/n on input line 22. LaTeX Font Info: Overwriting symbol font `letters' in version `normal' (Font) OML/cmm/m/it --> OML/lmm/m/it on input line 23. LaTeX Font Info: Overwriting symbol font `symbols' in version `normal' (Font) OMS/cmsy/m/n --> OMS/lmsy/m/n on input line 24. LaTeX Font Info: Overwriting symbol font `largesymbols' in version `normal' (Font) OMX/cmex/m/n --> OMX/lmex/m/n on input line 25. LaTeX Font Info: Overwriting symbol font `operators' in version `bold' (Font) OT1/cmr/bx/n --> OT1/lmr/bx/n on input line 26. LaTeX Font Info: Overwriting symbol font `letters' in version `bold' (Font) OML/cmm/b/it --> OML/lmm/b/it on input line 27. LaTeX Font Info: Overwriting symbol font `symbols' in version `bold' (Font) OMS/cmsy/b/n --> OMS/lmsy/b/n on input line 28. LaTeX Font Info: Overwriting symbol font `largesymbols' in version `bold' (Font) OMX/cmex/m/n --> OMX/lmex/m/n on input line 29. LaTeX Font Info: Overwriting math alphabet `\mathbf' in version `normal' (Font) OT1/cmr/bx/n --> OT1/lmr/bx/n on input line 31. LaTeX Font Info: Overwriting math alphabet `\mathsf' in version `normal' (Font) OT1/cmss/m/n --> OT1/lmss/m/n on input line 32. LaTeX Font Info: Overwriting math alphabet `\mathit' in version `normal' (Font) OT1/cmr/m/it --> OT1/lmr/m/it on input line 33. LaTeX Font Info: Overwriting math alphabet `\mathtt' in version `normal' (Font) OT1/cmtt/m/n --> OT1/lmtt/m/n on input line 34. LaTeX Font Info: Overwriting math alphabet `\mathbf' in version `bold' (Font) OT1/cmr/bx/n --> OT1/lmr/bx/n on input line 35. LaTeX Font Info: Overwriting math alphabet `\mathsf' in version `bold' (Font) OT1/cmss/bx/n --> OT1/lmss/bx/n on input line 36. LaTeX Font Info: Overwriting math alphabet `\mathit' in version `bold' (Font) OT1/cmr/bx/it --> OT1/lmr/bx/it on input line 37. LaTeX Font Info: Overwriting math alphabet `\mathtt' in version `bold' (Font) OT1/cmtt/m/n --> OT1/lmtt/m/n on input line 38. ) (/usr/share/texlive/texmf-dist/tex/latex/listings/lstlang1.sty File: lstlang1.sty 2015/06/04 1.6 listings language file ) \c@projectCounter=\count114 (/usr/share/texlive/texmf-dist/tex/latex/sidecap/sidecap.sty Package: sidecap 2003/06/06 v1.6f SideCap Package (RN/HjG) (/usr/share/texlive/texmf-dist/tex/latex/base/ifthen.sty Package: ifthen 2014/09/29 v1.1c Standard LaTeX ifthen package (DPC) ) \SC@BOXWD=\dimen119 \SC@CAPWD=\dimen120 \SC@tempdima=\dimen121 \SC@tempdimb=\dimen122 \c@SC@C=\count115 \SC@BOX=\box30 ) (/usr/share/texlive/texmf-dist/tex/latex/framed/framed.sty Package: framed 2011/10/22 v 0.96: framed or shaded text with page breaks \OuterFrameSep=\skip49 \fb@frw=\dimen123 \fb@frh=\dimen124 \FrameRule=\dimen125 \FrameSep=\dimen126 ) (/usr/share/texlive/texmf-dist/tex/latex/soul/soul.sty Package: soul 2003/11/17 v2.4 letterspacing/underlining (mf) \SOUL@word=\toks16 \SOUL@lasttoken=\toks17 \SOUL@cmds=\toks18 \SOUL@buffer=\toks19 \SOUL@token=\toks20 \SOUL@spaceskip=\skip50 \SOUL@ttwidth=\dimen127 \SOUL@uldp=\dimen128 \SOUL@ulht=\dimen129 ) (/usr/share/texlive/texmf-dist/tex/latex/natbib/natbib.sty Package: natbib 2010/09/13 8.31b (PWD, AO) \bibhang=\skip51 \bibsep=\skip52 LaTeX Info: Redefining \cite on input line 694. \c@NAT@ctr=\count116 ) (./rotating.sty Package: rotating 2008/10/05 v2.15c rotated objects in LaTeX (/usr/share/texlive/texmf-dist/tex/latex/graphics/graphicx.sty Package: graphicx 2014/10/28 v1.0g Enhanced LaTeX Graphics (DPC,SPQR) (/usr/share/texlive/texmf-dist/tex/latex/graphics/graphics.sty Package: graphics 2016/01/03 v1.0q Standard LaTeX Graphics (DPC,SPQR) (/usr/share/texlive/texmf-dist/tex/latex/graphics/trig.sty Package: trig 2016/01/03 v1.10 sin cos tan (DPC) ) (/usr/share/texlive/texmf-dist/tex/latex/latexconfig/graphics.cfg File: graphics.cfg 2010/04/23 v1.9 graphics configuration of TeX Live ) Package graphics Info: Driver file: pdftex.def on input line 95. (/usr/share/texlive/texmf-dist/tex/latex/pdftex-def/pdftex.def File: pdftex.def 2011/05/27 v0.06d Graphics/color for pdfTeX \Gread@gobject=\count117 )) \Gin@req@height=\dimen130 \Gin@req@width=\dimen131 ) \c@r@tfl@t=\count118 \rotFPtop=\skip53 \rotFPbot=\skip54 \rot@float@box=\box31 \rot@mess@toks=\toks21 ) (/usr/share/texlive/texmf-dist/tex/latex/sttools/floatpag.sty Package: floatpag 2012/05/29 v1.1 Different pagestyles on float pages Package: floatpag 1999/04/29 FLOAT PAGESTYLE ) (/usr/share/texlive/texmf-dist/tex/latex/mathtools/mathtools.sty Package: mathtools 2015/11/12 v1.18 mathematical typesetting tools (/usr/share/texlive/texmf-dist/tex/latex/tools/calc.sty Package: calc 2014/10/28 v4.3 Infix arithmetic (KKT,FJ) \calc@Acount=\count119 \calc@Bcount=\count120 \calc@Adimen=\dimen132 \calc@Bdimen=\dimen133 \calc@Askip=\skip55 \calc@Bskip=\skip56 LaTeX Info: Redefining \setlength on input line 80. LaTeX Info: Redefining \addtolength on input line 81. \calc@Ccount=\count121 \calc@Cskip=\skip57 ) (/usr/share/texlive/texmf-dist/tex/latex/mathtools/mhsetup.sty Package: mhsetup 2010/01/21 v1.2a programming setup (MH) ) (/usr/share/texlive/texmf-dist/tex/latex/amsmath/amsmath.sty Package: amsmath 2016/03/03 v2.15a AMS math features \@mathmargin=\skip58 For additional information on amsmath, use the `?' option. (/usr/share/texlive/texmf-dist/tex/latex/amsmath/amstext.sty Package: amstext 2000/06/29 v2.01 AMS text (/usr/share/texlive/texmf-dist/tex/latex/amsmath/amsgen.sty File: amsgen.sty 1999/11/30 v2.0 generic functions \@emptytoks=\toks22 \ex@=\dimen134 )) (/usr/share/texlive/texmf-dist/tex/latex/amsmath/amsbsy.sty Package: amsbsy 1999/11/29 v1.2d Bold Symbols \pmbraise@=\dimen135 ) (/usr/share/texlive/texmf-dist/tex/latex/amsmath/amsopn.sty Package: amsopn 1999/12/14 v2.01 operator names ) \inf@bad=\count122 LaTeX Info: Redefining \frac on input line 199. \uproot@=\count123 \leftroot@=\count124 LaTeX Info: Redefining \overline on input line 297. \classnum@=\count125 \DOTSCASE@=\count126 LaTeX Info: Redefining \ldots on input line 394. LaTeX Info: Redefining \dots on input line 397. LaTeX Info: Redefining \cdots on input line 518. \Mathstrutbox@=\box32 \strutbox@=\box33 \big@size=\dimen136 LaTeX Font Info: Redeclaring font encoding OML on input line 630. LaTeX Font Info: Redeclaring font encoding OMS on input line 631. \macc@depth=\count127 \c@MaxMatrixCols=\count128 \dotsspace@=\muskip11 \c@parentequation=\count129 \dspbrk@lvl=\count130 \tag@help=\toks23 \row@=\count131 \column@=\count132 \maxfields@=\count133 \andhelp@=\toks24 \eqnshift@=\dimen137 \alignsep@=\dimen138 \tagshift@=\dimen139 \tagwidth@=\dimen140 \totwidth@=\dimen141 \lineht@=\dimen142 \@envbody=\toks25 \multlinegap=\skip59 \multlinetaggap=\skip60 \mathdisplay@stack=\toks26 LaTeX Info: Redefining \[ on input line 2735. LaTeX Info: Redefining \] on input line 2736. ) LaTeX Info: Thecontrolsequence`\('isalreadyrobust on input line 129. LaTeX Info: Thecontrolsequence`\)'isalreadyrobust on input line 129. LaTeX Info: Thecontrolsequence`\['isalreadyrobust on input line 129. LaTeX Info: Thecontrolsequence`\]'isalreadyrobust on input line 129. \g_MT_multlinerow_int=\count134 \l_MT_multwidth_dim=\dimen143 \origjot=\skip61 \l_MT_shortvdotswithinadjustabove_dim=\dimen144 \l_MT_shortvdotswithinadjustbelow_dim=\dimen145 \l_MT_above_intertext_sep=\dimen146 \l_MT_below_intertext_sep=\dimen147 \l_MT_above_shortintertext_sep=\dimen148 \l_MT_below_shortintertext_sep=\dimen149 ) (/usr/share/texlive/texmf-dist/tex/latex/booktabs/booktabs.sty Package: booktabs 2005/04/14 v1.61803 publication quality tables \heavyrulewidth=\dimen150 \lightrulewidth=\dimen151 \cmidrulewidth=\dimen152 \belowrulesep=\dimen153 \belowbottomsep=\dimen154 \aboverulesep=\dimen155 \abovetopsep=\dimen156 \cmidrulesep=\dimen157 \cmidrulekern=\dimen158 \defaultaddspace=\dimen159 \@cmidla=\count135 \@cmidlb=\count136 \@aboverulesep=\dimen160 \@belowrulesep=\dimen161 \@thisruleclass=\count137 \@lastruleclass=\count138 \@thisrulewidth=\dimen162 ) (/usr/share/texlive/texmf-dist/tex/latex/xcolor/xcolor.sty Package: xcolor 2007/01/21 v2.11 LaTeX color extensions (UK) (/usr/share/texlive/texmf-dist/tex/latex/latexconfig/color.cfg File: color.cfg 2007/01/18 v1.5 color configuration of teTeX/TeXLive ) Package xcolor Info: Driver file: pdftex.def on input line 225. Package xcolor Info: Model `cmy' substituted by `cmy0' on input line 1337. Package xcolor Info: Model `hsb' substituted by `rgb' on input line 1341. Package xcolor Info: Model `RGB' extended on input line 1353. Package xcolor Info: Model `HTML' substituted by `rgb' on input line 1355. Package xcolor Info: Model `Hsb' substituted by `hsb' on input line 1356. Package xcolor Info: Model `tHsb' substituted by `hsb' on input line 1357. Package xcolor Info: Model `HSB' substituted by `hsb' on input line 1358. Package xcolor Info: Model `Gray' substituted by `gray' on input line 1359. Package xcolor Info: Model `wave' substituted by `hsb' on input line 1360. ) (/usr/share/texlive/texmf-dist/tex/latex/amscls/amsthm.sty Package: amsthm 2015/03/04 v2.20.2 \thm@style=\toks27 \thm@bodyfont=\toks28 \thm@headfont=\toks29 \thm@notefont=\toks30 \thm@headpunct=\toks31 \thm@preskip=\skip62 \thm@postskip=\skip63 \thm@headsep=\skip64 \dth@everypar=\toks32 ) (/usr/share/texlive/texmf-dist/tex/latex/amsfonts/amsfonts.sty Package: amsfonts 2013/01/14 v3.01 Basic AMSFonts support \symAMSa=\mathgroup4 \symAMSb=\mathgroup5 LaTeX Font Info: Overwriting math alphabet `\mathfrak' in version `bold' (Font) U/euf/m/n --> U/euf/b/n on input line 106. ) (/usr/share/texlive/texmf-dist/tex/latex/wrapfig/wrapfig.sty \wrapoverhang=\dimen163 \WF@size=\dimen164 \c@WF@wrappedlines=\count139 \WF@box=\box34 \WF@everypar=\toks33 Package: wrapfig 2003/01/31 v 3.6 ) (/usr/share/texlive/texmf-dist/tex/latex/tools/tabularx.sty Package: tabularx 2014/10/28 v2.10 `tabularx' package (DPC) (/usr/share/texlive/texmf-dist/tex/latex/tools/array.sty Package: array 2014/10/28 v2.4c Tabular extension package (FMi) \col@sep=\dimen165 \extrarowheight=\dimen166 \NC@list=\toks34 \extratabsurround=\skip65 \backup@length=\skip66 ) \TX@col@width=\dimen167 \TX@old@table=\dimen168 \TX@old@col=\dimen169 \TX@target=\dimen170 \TX@delta=\dimen171 \TX@cols=\count140 \TX@ftn=\toks35 ) (/usr/share/texlive/texmf-dist/tex/latex/cleveref/cleveref.sty Package: cleveref 2013/12/28 v0.19 Intelligent cross-referencing Package cleveref Info: `hyperref' support loaded on input line 2230. LaTeX Info: Redefining \cref on input line 2230. LaTeX Info: Redefining \Cref on input line 2230. LaTeX Info: Redefining \crefrange on input line 2230. LaTeX Info: Redefining \Crefrange on input line 2230. LaTeX Info: Redefining \cpageref on input line 2230. LaTeX Info: Redefining \Cpageref on input line 2230. LaTeX Info: Redefining \cpagerefrange on input line 2230. LaTeX Info: Redefining \Cpagerefrange on input line 2230. LaTeX Info: Redefining \labelcref on input line 2230. LaTeX Info: Redefining \labelcpageref on input line 2230. Package cleveref Info: `amsthm' support loaded on input line 2858. Package cleveref Info: `listings' support loaded on input line 2950. ) (/usr/share/texlive/texmf-dist/tex/latex/pgf/frontendlayer/tikz.sty (/usr/share/texlive/texmf-dist/tex/latex/pgf/basiclayer/pgf.sty (/usr/share/texlive/texmf-dist/tex/latex/pgf/utilities/pgfrcs.sty (/usr/share/texlive/texmf-dist/tex/generic/pgf/utilities/pgfutil-common.tex \pgfutil@everybye=\toks36 \pgfutil@tempdima=\dimen172 \pgfutil@tempdimb=\dimen173 (/usr/share/texlive/texmf-dist/tex/generic/pgf/utilities/pgfutil-common-lists.t ex)) (/usr/share/texlive/texmf-dist/tex/generic/pgf/utilities/pgfutil-latex.def \pgfutil@abb=\box35 (/usr/share/texlive/texmf-dist/tex/latex/ms/everyshi.sty Package: everyshi 2001/05/15 v3.00 EveryShipout Package (MS) )) (/usr/share/texlive/texmf-dist/tex/generic/pgf/utilities/pgfrcs.code.tex Package: pgfrcs 2015/08/07 v3.0.1a (rcs-revision 1.31) )) Package: pgf 2015/08/07 v3.0.1a (rcs-revision 1.15) (/usr/share/texlive/texmf-dist/tex/latex/pgf/basiclayer/pgfcore.sty (/usr/share/texlive/texmf-dist/tex/latex/pgf/systemlayer/pgfsys.sty (/usr/share/texlive/texmf-dist/tex/generic/pgf/systemlayer/pgfsys.code.tex Package: pgfsys 2014/07/09 v3.0.1a (rcs-revision 1.48) (/usr/share/texlive/texmf-dist/tex/generic/pgf/utilities/pgfkeys.code.tex \pgfkeys@pathtoks=\toks37 \pgfkeys@temptoks=\toks38 (/usr/share/texlive/texmf-dist/tex/generic/pgf/utilities/pgfkeysfiltered.code.t ex \pgfkeys@tmptoks=\toks39 )) \pgf@x=\dimen174 \pgf@y=\dimen175 \pgf@xa=\dimen176 \pgf@ya=\dimen177 \pgf@xb=\dimen178 \pgf@yb=\dimen179 \pgf@xc=\dimen180 \pgf@yc=\dimen181 \w@pgf@writea=\write4 \r@pgf@reada=\read1 \c@pgf@counta=\count141 \c@pgf@countb=\count142 \c@pgf@countc=\count143 \c@pgf@countd=\count144 \t@pgf@toka=\toks40 \t@pgf@tokb=\toks41 \t@pgf@tokc=\toks42 (/usr/share/texlive/texmf-dist/tex/generic/pgf/systemlayer/pgf.cfg File: pgf.cfg 2008/05/14 (rcs-revision 1.7) ) Driver file for pgf: pgfsys-pdftex.def (/usr/share/texlive/texmf-dist/tex/generic/pgf/systemlayer/pgfsys-pdftex.def File: pgfsys-pdftex.def 2014/10/11 (rcs-revision 1.35) (/usr/share/texlive/texmf-dist/tex/generic/pgf/systemlayer/pgfsys-common-pdf.de f File: pgfsys-common-pdf.def 2013/10/10 (rcs-revision 1.13) ))) (/usr/share/texlive/texmf-dist/tex/generic/pgf/systemlayer/pgfsyssoftpath.code. tex File: pgfsyssoftpath.code.tex 2013/09/09 (rcs-revision 1.9) \pgfsyssoftpath@smallbuffer@items=\count145 \pgfsyssoftpath@bigbuffer@items=\count146 ) (/usr/share/texlive/texmf-dist/tex/generic/pgf/systemlayer/pgfsysprotocol.code. tex File: pgfsysprotocol.code.tex 2006/10/16 (rcs-revision 1.4) )) (/usr/share/texlive/texmf-dist/tex/generic/pgf/basiclayer/pgfcore.code.tex Package: pgfcore 2010/04/11 v3.0.1a (rcs-revision 1.7) (/usr/share/texlive/texmf-dist/tex/generic/pgf/math/pgfmath.code.tex (/usr/share/texlive/texmf-dist/tex/generic/pgf/math/pgfmathcalc.code.tex (/usr/share/texlive/texmf-dist/tex/generic/pgf/math/pgfmathutil.code.tex) (/usr/share/texlive/texmf-dist/tex/generic/pgf/math/pgfmathparser.code.tex \pgfmath@dimen=\dimen182 \pgfmath@count=\count147 \pgfmath@box=\box36 \pgfmath@toks=\toks43 \pgfmath@stack@operand=\toks44 \pgfmath@stack@operation=\toks45 ) (/usr/share/texlive/texmf-dist/tex/generic/pgf/math/pgfmathfunctions.code.tex (/usr/share/texlive/texmf-dist/tex/generic/pgf/math/pgfmathfunctions.basic.code .tex) (/usr/share/texlive/texmf-dist/tex/generic/pgf/math/pgfmathfunctions.trigonomet ric.code.tex) (/usr/share/texlive/texmf-dist/tex/generic/pgf/math/pgfmathfunctions.random.cod e.tex) (/usr/share/texlive/texmf-dist/tex/generic/pgf/math/pgfmathfunctions.comparison .code.tex) (/usr/share/texlive/texmf-dist/tex/generic/pgf/math/pgfmathfunctions.base.code. tex) (/usr/share/texlive/texmf-dist/tex/generic/pgf/math/pgfmathfunctions.round.code .tex) (/usr/share/texlive/texmf-dist/tex/generic/pgf/math/pgfmathfunctions.misc.code. tex) (/usr/share/texlive/texmf-dist/tex/generic/pgf/math/pgfmathfunctions.integerari thmetics.code.tex))) (/usr/share/texlive/texmf-dist/tex/generic/pgf/math/pgfmathfloat.code.tex \c@pgfmathroundto@lastzeros=\count148 )) (/usr/share/texlive/texmf-dist/tex/generic/pgf/basiclayer/pgfcorepoints.code.te x File: pgfcorepoints.code.tex 2013/10/07 (rcs-revision 1.27) \pgf@picminx=\dimen183 \pgf@picmaxx=\dimen184 \pgf@picminy=\dimen185 \pgf@picmaxy=\dimen186 \pgf@pathminx=\dimen187 \pgf@pathmaxx=\dimen188 \pgf@pathminy=\dimen189 \pgf@pathmaxy=\dimen190 \pgf@xx=\dimen191 \pgf@xy=\dimen192 \pgf@yx=\dimen193 \pgf@yy=\dimen194 \pgf@zx=\dimen195 \pgf@zy=\dimen196 ) (/usr/share/texlive/texmf-dist/tex/generic/pgf/basiclayer/pgfcorepathconstruct. code.tex File: pgfcorepathconstruct.code.tex 2013/10/07 (rcs-revision 1.29) \pgf@path@lastx=\dimen197 \pgf@path@lasty=\dimen198 ) (/usr/share/texlive/texmf-dist/tex/generic/pgf/basiclayer/pgfcorepathusage.code .tex File: pgfcorepathusage.code.tex 2014/11/02 (rcs-revision 1.24) \pgf@shorten@end@additional=\dimen199 \pgf@shorten@start@additional=\dimen256 ) (/usr/share/texlive/texmf-dist/tex/generic/pgf/basiclayer/pgfcorescopes.code.te x File: pgfcorescopes.code.tex 2015/05/08 (rcs-revision 1.46) \pgfpic=\box37 \pgf@hbox=\box38 \pgf@layerbox@main=\box39 \pgf@picture@serial@count=\count149 ) (/usr/share/texlive/texmf-dist/tex/generic/pgf/basiclayer/pgfcoregraphicstate.c ode.tex File: pgfcoregraphicstate.code.tex 2014/11/02 (rcs-revision 1.12) \pgflinewidth=\dimen257 ) (/usr/share/texlive/texmf-dist/tex/generic/pgf/basiclayer/pgfcoretransformation s.code.tex File: pgfcoretransformations.code.tex 2015/08/07 (rcs-revision 1.20) \pgf@pt@x=\dimen258 \pgf@pt@y=\dimen259 \pgf@pt@temp=\dimen260 ) (/usr/share/texlive/texmf-dist/tex/generic/pgf/basiclayer/pgfcorequick.code.tex File: pgfcorequick.code.tex 2008/10/09 (rcs-revision 1.3) ) (/usr/share/texlive/texmf-dist/tex/generic/pgf/basiclayer/pgfcoreobjects.code.t ex File: pgfcoreobjects.code.tex 2006/10/11 (rcs-revision 1.2) ) (/usr/share/texlive/texmf-dist/tex/generic/pgf/basiclayer/pgfcorepathprocessing .code.tex File: pgfcorepathprocessing.code.tex 2013/09/09 (rcs-revision 1.9) ) (/usr/share/texlive/texmf-dist/tex/generic/pgf/basiclayer/pgfcorearrows.code.te x File: pgfcorearrows.code.tex 2015/05/14 (rcs-revision 1.43) \pgfarrowsep=\dimen261 ) (/usr/share/texlive/texmf-dist/tex/generic/pgf/basiclayer/pgfcoreshade.code.tex File: pgfcoreshade.code.tex 2013/07/15 (rcs-revision 1.15) \pgf@max=\dimen262 \pgf@sys@shading@range@num=\count150 ) (/usr/share/texlive/texmf-dist/tex/generic/pgf/basiclayer/pgfcoreimage.code.tex File: pgfcoreimage.code.tex 2013/07/15 (rcs-revision 1.18) (/usr/share/texlive/texmf-dist/tex/generic/pgf/basiclayer/pgfcoreexternal.code. tex File: pgfcoreexternal.code.tex 2014/07/09 (rcs-revision 1.21) \pgfexternal@startupbox=\box40 )) (/usr/share/texlive/texmf-dist/tex/generic/pgf/basiclayer/pgfcorelayers.code.te x File: pgfcorelayers.code.tex 2013/07/18 (rcs-revision 1.7) ) (/usr/share/texlive/texmf-dist/tex/generic/pgf/basiclayer/pgfcoretransparency.c ode.tex File: pgfcoretransparency.code.tex 2013/09/30 (rcs-revision 1.5) ) (/usr/share/texlive/texmf-dist/tex/generic/pgf/basiclayer/pgfcorepatterns.code. tex File: pgfcorepatterns.code.tex 2013/11/07 (rcs-revision 1.5) ))) (/usr/share/texlive/texmf-dist/tex/generic/pgf/modules/pgfmoduleshapes.code.tex File: pgfmoduleshapes.code.tex 2014/03/21 (rcs-revision 1.35) \pgfnodeparttextbox=\box41 ) (/usr/share/texlive/texmf-dist/tex/generic/pgf/modules/pgfmoduleplot.code.tex File: pgfmoduleplot.code.tex 2015/08/03 (rcs-revision 1.13) ) (/usr/share/texlive/texmf-dist/tex/latex/pgf/compatibility/pgfcomp-version-0-65 .sty Package: pgfcomp-version-0-65 2007/07/03 v3.0.1a (rcs-revision 1.7) \pgf@nodesepstart=\dimen263 \pgf@nodesepend=\dimen264 ) (/usr/share/texlive/texmf-dist/tex/latex/pgf/compatibility/pgfcomp-version-1-18 .sty Package: pgfcomp-version-1-18 2007/07/23 v3.0.1a (rcs-revision 1.1) )) (/usr/share/texlive/texmf-dist/tex/latex/pgf/utilities/pgffor.sty (/usr/share/texlive/texmf-dist/tex/latex/pgf/utilities/pgfkeys.sty (/usr/share/texlive/texmf-dist/tex/generic/pgf/utilities/pgfkeys.code.tex)) (/usr/share/texlive/texmf-dist/tex/latex/pgf/math/pgfmath.sty (/usr/share/texlive/texmf-dist/tex/generic/pgf/math/pgfmath.code.tex)) (/usr/share/texlive/texmf-dist/tex/generic/pgf/utilities/pgffor.code.tex Package: pgffor 2013/12/13 v3.0.1a (rcs-revision 1.25) (/usr/share/texlive/texmf-dist/tex/generic/pgf/math/pgfmath.code.tex) \pgffor@iter=\dimen265 \pgffor@skip=\dimen266 \pgffor@stack=\toks46 \pgffor@toks=\toks47 )) (/usr/share/texlive/texmf-dist/tex/generic/pgf/frontendlayer/tikz/tikz.code.tex Package: tikz 2015/08/07 v3.0.1a (rcs-revision 1.151) (/usr/share/texlive/texmf-dist/tex/generic/pgf/libraries/pgflibraryplothandlers .code.tex File: pgflibraryplothandlers.code.tex 2013/08/31 v3.0.1a (rcs-revision 1.20) \pgf@plot@mark@count=\count151 \pgfplotmarksize=\dimen267 ) \tikz@lastx=\dimen268 \tikz@lasty=\dimen269 \tikz@lastxsaved=\dimen270 \tikz@lastysaved=\dimen271 \tikzleveldistance=\dimen272 \tikzsiblingdistance=\dimen273 \tikz@figbox=\box42 \tikz@figbox@bg=\box43 \tikz@tempbox=\box44 \tikz@tempbox@bg=\box45 \tikztreelevel=\count152 \tikznumberofchildren=\count153 \tikznumberofcurrentchild=\count154 \tikz@fig@count=\count155 (/usr/share/texlive/texmf-dist/tex/generic/pgf/modules/pgfmodulematrix.code.tex File: pgfmodulematrix.code.tex 2013/09/17 (rcs-revision 1.8) \pgfmatrixcurrentrow=\count156 \pgfmatrixcurrentcolumn=\count157 \pgf@matrix@numberofcolumns=\count158 ) \tikz@expandcount=\count159 (/usr/share/texlive/texmf-dist/tex/generic/pgf/frontendlayer/tikz/libraries/tik zlibrarytopaths.code.tex File: tikzlibrarytopaths.code.tex 2008/06/17 v3.0.1a (rcs-revision 1.2) ))) (/usr/share/texlive/texmf-dist/tex/generic/pgf/frontendlayer/tikz/libraries/tik zlibrarypositioning.code.tex File: tikzlibrarypositioning.code.tex 2008/10/06 v3.0.1a (rcs-revision 1.7) ) (/usr/share/texlive/texmf-dist/tex/generic/pgf/frontendlayer/tikz/libraries/tik zlibrarychains.code.tex File: tikzlibrarychains.code.tex 2013/07/15 v3.0.1a (rcs-revision 1.6) ) (/usr/share/texlive/texmf-dist/tex/generic/pgf/frontendlayer/tikz/libraries/tik zlibraryfit.code.tex File: tikzlibraryfit.code.tex 2013/07/12 v3.0.1a (rcs-revision 1.5) ) (/usr/share/texlive/texmf-dist/tex/generic/pgf/frontendlayer/tikz/libraries/tik zlibraryshapes.code.tex File: tikzlibraryshapes.code.tex 2008/01/09 v3.0.1a (rcs-revision 1.1) (/usr/share/texlive/texmf-dist/tex/generic/pgf/frontendlayer/tikz/libraries/tik zlibraryshapes.geometric.code.tex File: tikzlibraryshapes.geometric.code.tex 2008/01/09 v3.0.1a (rcs-revision 1.1 ) (/usr/share/texlive/texmf-dist/tex/generic/pgf/libraries/shapes/pgflibraryshape s.geometric.code.tex File: pgflibraryshapes.geometric.code.tex 2008/06/26 v3.0.1a (rcs-revision 1.1) )) (/usr/share/texlive/texmf-dist/tex/generic/pgf/frontendlayer/tikz/libraries/tik zlibraryshapes.misc.code.tex File: tikzlibraryshapes.misc.code.tex 2008/01/09 v3.0.1a (rcs-revision 1.1) (/usr/share/texlive/texmf-dist/tex/generic/pgf/libraries/shapes/pgflibraryshape s.misc.code.tex File: pgflibraryshapes.misc.code.tex 2013/07/18 v3.0.1a (rcs-revision 1.5) )) (/usr/share/texlive/texmf-dist/tex/generic/pgf/frontendlayer/tikz/libraries/tik zlibraryshapes.symbols.code.tex File: tikzlibraryshapes.symbols.code.tex 2008/01/09 v3.0.1a (rcs-revision 1.1) (/usr/share/texlive/texmf-dist/tex/generic/pgf/libraries/shapes/pgflibraryshape s.symbols.code.tex File: pgflibraryshapes.symbols.code.tex 2013/09/11 v3.0.1a (rcs-revision 1.6) )) (/usr/share/texlive/texmf-dist/tex/generic/pgf/frontendlayer/tikz/libraries/tik zlibraryshapes.arrows.code.tex File: tikzlibraryshapes.arrows.code.tex 2008/01/09 v3.0.1a (rcs-revision 1.1) (/usr/share/texlive/texmf-dist/tex/generic/pgf/libraries/shapes/pgflibraryshape s.arrows.code.tex File: pgflibraryshapes.arrows.code.tex 2008/06/26 v3.0.1a (rcs-revision 1.1) )) (/usr/share/texlive/texmf-dist/tex/generic/pgf/frontendlayer/tikz/libraries/tik zlibraryshapes.callouts.code.tex (/usr/share/texlive/texmf-dist/tex/generic/pgf/libraries/shapes/pgflibraryshape s.callouts.code.tex)) (/usr/share/texlive/texmf-dist/tex/generic/pgf/frontendlayer/tikz/libraries/tik zlibraryshapes.multipart.code.tex File: tikzlibraryshapes.multipart.code.tex 2008/01/09 v3.0.1a (rcs-revision 1.1 ) (/usr/share/texlive/texmf-dist/tex/generic/pgf/libraries/shapes/pgflibraryshape s.multipart.code.tex File: pgflibraryshapes.multipart.code.tex 2010/01/07 v3.0.1a (rcs-revision 1.2) \pgfnodepartlowerbox=\box46 \pgfnodeparttwobox=\box47 \pgfnodepartthreebox=\box48 \pgfnodepartfourbox=\box49 \pgfnodeparttwentybox=\box50 \pgfnodepartnineteenbox=\box51 \pgfnodeparteighteenbox=\box52 \pgfnodepartseventeenbox=\box53 \pgfnodepartsixteenbox=\box54 \pgfnodepartfifteenbox=\box55 \pgfnodepartfourteenbox=\box56 \pgfnodepartthirteenbox=\box57 \pgfnodeparttwelvebox=\box58 \pgfnodepartelevenbox=\box59 \pgfnodeparttenbox=\box60 \pgfnodepartninebox=\box61 \pgfnodeparteightbox=\box62 \pgfnodepartsevenbox=\box63 \pgfnodepartsixbox=\box64 \pgfnodepartfivebox=\box65 ))) (/usr/share/texlive/texmf-dist/tex/generic/pgf/frontendlayer/tikz/libraries/tik zlibrarycalc.code.tex File: tikzlibrarycalc.code.tex 2013/07/15 v3.0.1a (rcs-revision 1.9) ) (/usr/share/texlive/texmf-dist/tex/generic/pgf/libraries/pgflibraryarrows.meta. code.tex File: pgflibraryarrows.meta.code.tex 2015/05/13 v3.0.1a (rcs-revision 1.13) \pgfarrowinset=\dimen274 \pgfarrowlength=\dimen275 \pgfarrowwidth=\dimen276 \pgfarrowlinewidth=\dimen277 ) (/usr/share/texlive/texmf-dist/tex/generic/pgf/frontendlayer/tikz/libraries/tik zlibrarydecorations.pathreplacing.code.tex (/usr/share/texlive/texmf-dist/tex/generic/pgf/frontendlayer/tikz/libraries/tik zlibrarydecorations.code.tex (/usr/share/texlive/texmf-dist/tex/generic/pgf/modules/pgfmoduledecorations.cod e.tex \pgfdecoratedcompleteddistance=\dimen278 \pgfdecoratedremainingdistance=\dimen279 \pgfdecoratedinputsegmentcompleteddistance=\dimen280 \pgfdecoratedinputsegmentremainingdistance=\dimen281 \pgf@decorate@distancetomove=\dimen282 \pgf@decorate@repeatstate=\count160 \pgfdecorationsegmentamplitude=\dimen283 \pgfdecorationsegmentlength=\dimen284 ) \tikz@lib@dec@box=\box66 ) (/usr/share/texlive/texmf-dist/tex/generic/pgf/libraries/decorations/pgflibrary decorations.pathreplacing.code.tex)) (/usr/share/texlive/texmf-dist/tex/generic/pgf/frontendlayer/tikz/libraries/tik zlibraryfadings.code.tex File: tikzlibraryfadings.code.tex 2009/11/15 v3.0.1a (rcs-revision 1.2) (/usr/share/texlive/texmf-dist/tex/generic/pgf/libraries/pgflibraryfadings.code .tex File: pgflibraryfadings.code.tex 2008/02/07 v3.0.1a (rcs-revision 1.3) )) (/usr/share/texlive/texmf-dist/tex/latex/enumitem/enumitem.sty Package: enumitem 2011/09/28 v3.5.2 Customized lists \labelindent=\skip67 \enit@outerparindent=\dimen285 \enit@toks=\toks48 \enit@inbox=\box67 \enitdp@description=\count161 ) (/usr/share/texlive/texmf-dist/tex/latex/txfonts/txfonts.sty Package: txfonts 2008/01/22 v3.2.1 LaTeX Font Info: Redeclaring symbol font `operators' on input line 21. LaTeX Font Info: Overwriting symbol font `operators' in version `normal' (Font) OT1/lmr/m/n --> OT1/txr/m/n on input line 21. LaTeX Font Info: Overwriting symbol font `operators' in version `bold' (Font) OT1/lmr/bx/n --> OT1/txr/m/n on input line 21. LaTeX Font Info: Overwriting symbol font `operators' in version `bold' (Font) OT1/txr/m/n --> OT1/txr/bx/n on input line 22. \symitalic=\mathgroup6 LaTeX Font Info: Overwriting symbol font `italic' in version `bold' (Font) OT1/txr/m/it --> OT1/txr/bx/it on input line 26. LaTeX Font Info: Redeclaring math alphabet \mathbf on input line 29. LaTeX Font Info: Overwriting math alphabet `\mathbf' in version `normal' (Font) OT1/lmr/bx/n --> OT1/txr/bx/n on input line 29. LaTeX Font Info: Overwriting math alphabet `\mathbf' in version `bold' (Font) OT1/lmr/bx/n --> OT1/txr/bx/n on input line 29. LaTeX Font Info: Redeclaring math alphabet \mathit on input line 30. LaTeX Font Info: Overwriting math alphabet `\mathit' in version `normal' (Font) OT1/lmr/m/it --> OT1/txr/m/it on input line 30. LaTeX Font Info: Overwriting math alphabet `\mathit' in version `bold' (Font) OT1/lmr/bx/it --> OT1/txr/m/it on input line 30. LaTeX Font Info: Overwriting math alphabet `\mathit' in version `bold' (Font) OT1/txr/m/it --> OT1/txr/bx/it on input line 31. LaTeX Font Info: Redeclaring math alphabet \mathsf on input line 40. LaTeX Font Info: Overwriting math alphabet `\mathsf' in version `normal' (Font) OT1/lmss/m/n --> OT1/txss/m/n on input line 40. LaTeX Font Info: Overwriting math alphabet `\mathsf' in version `bold' (Font) OT1/lmss/bx/n --> OT1/txss/m/n on input line 40. LaTeX Font Info: Overwriting math alphabet `\mathsf' in version `bold' (Font) OT1/txss/m/n --> OT1/txss/b/n on input line 41. LaTeX Font Info: Redeclaring math alphabet \mathtt on input line 50. LaTeX Font Info: Overwriting math alphabet `\mathtt' in version `normal' (Font) OT1/lmtt/m/n --> OT1/txtt/m/n on input line 50. LaTeX Font Info: Overwriting math alphabet `\mathtt' in version `bold' (Font) OT1/lmtt/m/n --> OT1/txtt/m/n on input line 50. LaTeX Font Info: Overwriting math alphabet `\mathtt' in version `bold' (Font) OT1/txtt/m/n --> OT1/txtt/b/n on input line 51. LaTeX Font Info: Redeclaring symbol font `letters' on input line 58. LaTeX Font Info: Overwriting symbol font `letters' in version `normal' (Font) OML/lmm/m/it --> OML/txmi/m/it on input line 58. LaTeX Font Info: Overwriting symbol font `letters' in version `bold' (Font) OML/lmm/b/it --> OML/txmi/m/it on input line 58. LaTeX Font Info: Overwriting symbol font `letters' in version `bold' (Font) OML/txmi/m/it --> OML/txmi/bx/it on input line 59. \symlettersA=\mathgroup7 LaTeX Font Info: Overwriting symbol font `lettersA' in version `bold' (Font) U/txmia/m/it --> U/txmia/bx/it on input line 67. LaTeX Font Info: Redeclaring math alphabet \mathfrak on input line 70. LaTeX Font Info: Redeclaring symbol font `symbols' on input line 77. LaTeX Font Info: Overwriting symbol font `symbols' in version `normal' (Font) OMS/lmsy/m/n --> OMS/txsy/m/n on input line 77. LaTeX Font Info: Overwriting symbol font `symbols' in version `bold' (Font) OMS/lmsy/b/n --> OMS/txsy/m/n on input line 77. LaTeX Font Info: Overwriting symbol font `symbols' in version `bold' (Font) OMS/txsy/m/n --> OMS/txsy/bx/n on input line 78. LaTeX Font Info: Redeclaring symbol font `AMSa' on input line 93. LaTeX Font Info: Overwriting symbol font `AMSa' in version `normal' (Font) U/msa/m/n --> U/txsya/m/n on input line 93. LaTeX Font Info: Overwriting symbol font `AMSa' in version `bold' (Font) U/msa/m/n --> U/txsya/m/n on input line 93. LaTeX Font Info: Overwriting symbol font `AMSa' in version `bold' (Font) U/txsya/m/n --> U/txsya/bx/n on input line 94. LaTeX Font Info: Redeclaring symbol font `AMSb' on input line 102. LaTeX Font Info: Overwriting symbol font `AMSb' in version `normal' (Font) U/msb/m/n --> U/txsyb/m/n on input line 102. LaTeX Font Info: Overwriting symbol font `AMSb' in version `bold' (Font) U/msb/m/n --> U/txsyb/m/n on input line 102. LaTeX Font Info: Overwriting symbol font `AMSb' in version `bold' (Font) U/txsyb/m/n --> U/txsyb/bx/n on input line 103. \symsymbolsC=\mathgroup8 LaTeX Font Info: Overwriting symbol font `symbolsC' in version `bold' (Font) U/txsyc/m/n --> U/txsyc/bx/n on input line 113. LaTeX Font Info: Redeclaring symbol font `largesymbols' on input line 120. LaTeX Font Info: Overwriting symbol font `largesymbols' in version `normal' (Font) OMX/lmex/m/n --> OMX/txex/m/n on input line 120. LaTeX Font Info: Overwriting symbol font `largesymbols' in version `bold' (Font) OMX/lmex/m/n --> OMX/txex/m/n on input line 120. LaTeX Font Info: Overwriting symbol font `largesymbols' in version `bold' (Font) OMX/txex/m/n --> OMX/txex/bx/n on input line 121. \symlargesymbolsA=\mathgroup9 LaTeX Font Info: Overwriting symbol font `largesymbolsA' in version `bold' (Font) U/txexa/m/n --> U/txexa/bx/n on input line 129. LaTeX Info: Redefining \not on input line 1043. LaTeX Info: Redefining \textsquare on input line 1063. LaTeX Info: Redefining \openbox on input line 1064. ) (/usr/share/texlive/texmf-dist/tex/latex/siunitx/siunitx.sty (/usr/share/texlive/texmf-dist/tex/latex/l3kernel/expl3.sty Package: expl3 2016/01/19 v6377 L3 programming layer (loader) (/usr/share/texlive/texmf-dist/tex/latex/l3kernel/expl3-code.tex Package: expl3 2016/01/19 v6377 L3 programming layer (code) L3 Module: l3bootstrap 2016/01/01 v6339 L3 Bootstrap code L3 Module: l3names 2015/12/21 v6328 L3 Namespace for primitives L3 Module: l3basics 2015/11/22 v6315 L3 Basic definitions L3 Module: l3expan 2015/09/10 v5983 L3 Argument expansion L3 Module: l3tl 2015/09/29 v6121 L3 Token lists L3 Module: l3str 2016/01/03 v6357 L3 Strings L3 Module: l3seq 2015/08/05 v5777 L3 Sequences and stacks L3 Module: l3int 2016/01/05 v6366 L3 Integers \c_max_int=\count162 \l_tmpa_int=\count163 \l_tmpb_int=\count164 \g_tmpa_int=\count165 \g_tmpb_int=\count166 L3 Module: l3quark 2015/08/17 v5855 L3 Quarks L3 Module: l3prg 2015/11/01 v6216 L3 Control structures \g__prg_map_int=\count167 L3 Module: l3clist 2015/09/02 v5901 L3 Comma separated lists L3 Module: l3token 2015/11/11 v6249 L3 Experimental token manipulation L3 Module: l3prop 2016/01/05 v6366 L3 Property lists L3 Module: l3msg 2015/09/28 v6113 L3 Messages L3 Module: l3file 2015/12/03 v6317 L3 File and I/O operations \l_iow_line_count_int=\count168 \l__iow_target_count_int=\count169 \l__iow_current_line_int=\count170 \l__iow_current_word_int=\count171 \l__iow_current_indentation_int=\count172 L3 Module: l3skip 2016/01/05 v6366 L3 Dimensions and skips \c_zero_dim=\dimen286 \c_max_dim=\dimen287 \l_tmpa_dim=\dimen288 \l_tmpb_dim=\dimen289 \g_tmpa_dim=\dimen290 \g_tmpb_dim=\dimen291 \c_zero_skip=\skip68 \c_max_skip=\skip69 \l_tmpa_skip=\skip70 \l_tmpb_skip=\skip71 \g_tmpa_skip=\skip72 \g_tmpb_skip=\skip73 \c_zero_muskip=\muskip12 \c_max_muskip=\muskip13 \l_tmpa_muskip=\muskip14 \l_tmpb_muskip=\muskip15 \g_tmpa_muskip=\muskip16 \g_tmpb_muskip=\muskip17 L3 Module: l3keys 2015/11/17 v6284 L3 Key-value interfaces \g__keyval_level_int=\count173 \l_keys_choice_int=\count174 L3 Module: l3fp 2015/08/25 v5890 L3 Floating points \c__fp_leading_shift_int=\count175 \c__fp_middle_shift_int=\count176 \c__fp_trailing_shift_int=\count177 \c__fp_big_leading_shift_int=\count178 \c__fp_big_middle_shift_int=\count179 \c__fp_big_trailing_shift_int=\count180 \c__fp_Bigg_leading_shift_int=\count181 \c__fp_Bigg_middle_shift_int=\count182 \c__fp_Bigg_trailing_shift_int=\count183 L3 Module: l3box 2015/08/09 v5822 L3 Experimental boxes \c_empty_box=\box68 \l_tmpa_box=\box69 \l_tmpb_box=\box70 \g_tmpa_box=\box71 \g_tmpb_box=\box72 L3 Module: l3coffins 2015/08/06 v5789 L3 Coffin code layer \l__coffin_internal_box=\box73 \l__coffin_internal_dim=\dimen292 \l__coffin_offset_x_dim=\dimen293 \l__coffin_offset_y_dim=\dimen294 \l__coffin_x_dim=\dimen295 \l__coffin_y_dim=\dimen296 \l__coffin_x_prime_dim=\dimen297 \l__coffin_y_prime_dim=\dimen298 \c_empty_coffin=\box74 \l__coffin_aligned_coffin=\box75 \l__coffin_aligned_internal_coffin=\box76 \l_tmpa_coffin=\box77 \l_tmpb_coffin=\box78 \l__coffin_display_coffin=\box79 \l__coffin_display_coord_coffin=\box80 \l__coffin_display_pole_coffin=\box81 \l__coffin_display_offset_dim=\dimen299 \l__coffin_display_x_dim=\dimen300 \l__coffin_display_y_dim=\dimen301 L3 Module: l3color 2014/08/23 v5354 L3 Experimental color support L3 Module: l3sys 2015/09/25 v6087 L3 Experimental system/runtime functions L3 Module: l3candidates 2016/01/14 v6376 L3 Experimental additions to l3kernel \l__box_top_dim=\dimen302 \l__box_bottom_dim=\dimen303 \l__box_left_dim=\dimen304 \l__box_right_dim=\dimen305 \l__box_top_new_dim=\dimen306 \l__box_bottom_new_dim=\dimen307 \l__box_left_new_dim=\dimen308 \l__box_right_new_dim=\dimen309 \l__box_internal_box=\box82 \l__coffin_bounding_shift_dim=\dimen310 \l__coffin_left_corner_dim=\dimen311 \l__coffin_right_corner_dim=\dimen312 \l__coffin_bottom_corner_dim=\dimen313 \l__coffin_top_corner_dim=\dimen314 \l__coffin_scaled_total_height_dim=\dimen315 \l__coffin_scaled_width_dim=\dimen316 L3 Module: l3luatex 2015/11/11 v6250 L3 Experimental LuaTeX-specific functions ) (/usr/share/texlive/texmf-dist/tex/latex/l3kernel/l3pdfmode.def File: l3pdfmode.def 2015/11/11 v6250 L3 Experimental driver: PDF mode \l__driver_color_stack_int=\count184 )) (/usr/share/texlive/texmf-dist/tex/latex/l3packages/xparse/xparse.sty Package: xparse 2016/01/19 v6377 L3 Experimental document command parser \l__xparse_current_arg_int=\count185 \l__xparse_m_args_int=\count186 \l__xparse_mandatory_args_int=\count187 \l__xparse_processor_int=\count188 \l__xparse_v_nesting_int=\count189 ) Package: siunitx 2016/03/01 v2.6q A comprehensive (SI) units package (/usr/share/texlive/texmf-dist/tex/latex/l3packages/l3keys2e/l3keys2e.sty Package: l3keys2e 2016/01/19 v6377 LaTeX2e option processing using LaTeX3 keys ) \l__siunitx_tmp_box=\box83 \l__siunitx_tmp_dim=\dimen317 \l__siunitx_tmp_int=\count190 \l__siunitx_number_mantissa_length_int=\count191 \l__siunitx_number_uncert_length_int=\count192 \l__siunitx_round_int=\count193 \l__siunitx_process_decimal_int=\count194 \l__siunitx_process_uncertainty_int=\count195 \l__siunitx_process_fixed_int=\count196 \l__siunitx_process_integer_min_int=\count197 \l__siunitx_process_precision_int=\count198 \l__siunitx_group_min_int=\count199 \l__siunitx_angle_marker_box=\box84 \l__siunitx_angle_unit_box=\box85 \l__siunitx_angle_marker_dim=\dimen318 \l__siunitx_angle_unit_dim=\dimen319 \l__siunitx_unit_int=\count266 \l__siunitx_unit_denominator_int=\count267 \l__siunitx_unit_numerator_int=\count268 \l__siunitx_unit_prefix_int=\count269 \l__siunitx_unit_prefix_base_int=\count270 \l__siunitx_unit_prefix_gram_int=\count271 \l__siunitx_number_product_int=\count272 \c__siunitx_one_fill_skip=\skip74 \l__siunitx_table_unit_align_skip=\skip75 \l__siunitx_table_exponent_dim=\dimen320 \l__siunitx_table_integer_dim=\dimen321 \l__siunitx_table_mantissa_dim=\dimen322 \l__siunitx_table_marker_dim=\dimen323 \l__siunitx_table_result_dim=\dimen324 \l__siunitx_table_uncert_dim=\dimen325 \l__siunitx_table_fill_pre_dim=\dimen326 \l__siunitx_table_fill_post_dim=\dimen327 \l__siunitx_table_fill_mid_dim=\dimen328 \l__siunitx_table_pre_box=\box86 \l__siunitx_table_post_box=\box87 \l__siunitx_table_mantissa_box=\box88 \l__siunitx_table_result_box=\box89 \l__siunitx_table_number_align_skip=\skip76 \l__siunitx_table_text_align_skip=\skip77 ................................................. . LaTeX info: "xparse/define-command" . . Defining command \DeclareBinaryPrefix with sig. 'mmm' on line 7218. ................................................. ................................................. . LaTeX info: "xparse/define-command" . . Defining command \DeclareSIPostPower with sig. 'mm' on line 7221. ................................................. ................................................. . LaTeX info: "xparse/define-command" . . Defining command \DeclareSIPrefix with sig. 'mmm' on line 7224. ................................................. ................................................. . LaTeX info: "xparse/define-command" . . Defining command \DeclareSIPrePower with sig. 'mm' on line 7227. ................................................. ................................................. . LaTeX info: "xparse/define-command" . . Defining command \DeclareSIQualifier with sig. 'mm' on line 7230. ................................................. ................................................. . LaTeX info: "xparse/define-command" . . Defining command \DeclareSIUnit with sig. 'O{}mm' on line 7233. ................................................. ................................................. . LaTeX info: "xparse/define-command" . . Defining command \DeclareSIUnitWithOptions with sig. 'mmm' on line 7236. ................................................. ................................................. . LaTeX info: "xparse/define-command" . . Defining command \ang with sig. 'o>{\SplitArgument {2}{;}}m' on line 7251. ................................................. ................................................. . LaTeX info: "xparse/define-command" . . Defining command \num with sig. 'om' on line 7260. ................................................. ................................................. . LaTeX info: "xparse/define-command" . . Defining command \numlist with sig. 'o>{\SplitList {;}}m' on line 7269. ................................................. ................................................. . LaTeX info: "xparse/define-command" . . Defining command \numrange with sig. 'omm' on line 7278. ................................................. ................................................. . LaTeX info: "xparse/define-command" . . Defining command \SIlist with sig. 'o>{\SplitList {;}}mm' on line 7290. ................................................. ................................................. . LaTeX info: "xparse/define-command" . . Defining command \SIrange with sig. 'ommm' on line 7302. ................................................. ................................................. . LaTeX info: "xparse/define-command" . . Defining command \SI with sig. 'omom' on line 7314. ................................................. ................................................. . LaTeX info: "xparse/define-command" . . Defining command \sisetup with sig. 'm' on line 7317. ................................................. ................................................. . LaTeX info: "xparse/define-command" . . Defining command \tablenum with sig. 'om' on line 7332. ................................................. ................................................. . LaTeX info: "xparse/define-command" . . Defining command \si with sig. 'om' on line 7344. ................................................. ................................................. . LaTeX info: "xparse/define-command" . . Defining command \__siunitx_bookmark_num:w with sig. 'om' on line 7391. ................................................. ................................................. . LaTeX info: "xparse/define-command" . . Defining command \__siunitx_bookmark_numrange:w with sig. 'omm' on line . 7393. ................................................. ................................................. . LaTeX info: "xparse/define-command" . . Defining command \__siunitx_bookmark_SI:w with sig. 'omom' on line 7395. ................................................. ................................................. . LaTeX info: "xparse/define-command" . . Defining command \__siunitx_bookmark_SIlist:w with sig. 'omm' on line 7397. ................................................. ................................................. . LaTeX info: "xparse/define-command" . . Defining command \__siunitx_bookmark_SIrange:w with sig. 'ommm' on line . 7399. ................................................. ................................................. . LaTeX info: "xparse/define-command" . . Defining command \__siunitx_bookmark_si:w with sig. 'om' on line 7400. ................................................. \g__file_internal_ior=\read2 (/usr/share/texlive/texmf-dist/tex/latex/beamer/translator/translator.sty Package: translator 2010/06/12 ver 1.10 (/usr/share/texlive/texmf-dist/tex/latex/beamer/translator/translator-language- mappings.tex))) (/usr/share/texlive/texmf-dist/tex/latex/base/makeidx.sty Package: makeidx 2014/09/29 v1.0m Standard LaTeX package ) \@indexfile=\write5 \openout5 = `maincleanindex.idx'. Writing index file maincleanindex.idx (./glossary.sty Package: glossary 2006/07/20 2.4 (NLCT) \gls@cols=\count273 No configuration file glossary.cfg found (/usr/share/texlive/texmf-dist/tex/latex/tools/longtable.sty Package: longtable 2014/10/28 v4.11 Multi-page Table package (DPC) \LTleft=\skip78 \LTright=\skip79 \LTpre=\skip80 \LTpost=\skip81 \LTchunksize=\count274 \LTcapwidth=\dimen329 \LT@head=\box90 \LT@firsthead=\box91 \LT@foot=\box92 \LT@lastfoot=\box93 \LT@cols=\count275 \LT@rows=\count276 \c@LT@tables=\count277 \c@LT@chunks=\count278 \LT@p@ftn=\toks49 ) \descriptionwidth=\skip82 \istfile=\write6 ) \@glossaryfile=\write7 \openout7 = `maincleanindex.glo'. Writing glossary file maincleanindex.glo (./maincleanindex.aux) Runaway argument? {{2.12}{23}{Linear Regression}{equation.2ewlabel{eq:reviewLength1}{{2\ETC. ! File ended while scanning use of \@newl@bel. \par l.98 \begin{document} ? \openout1 = `maincleanindex.aux'. LaTeX Font Info: Checking defaults for OML/txmi/m/it on input line 98. LaTeX Font Info: Try loading font information for OML+txmi on input line 98. (/usr/share/texlive/texmf-dist/tex/latex/txfonts/omltxmi.fd File: omltxmi.fd 2000/12/15 v3.1 ) LaTeX Font Info: ... okay on input line 98. LaTeX Font Info: Checking defaults for T1/cmr/m/n on input line 98. LaTeX Font Info: ... okay on input line 98. LaTeX Font Info: Checking defaults for OT1/cmr/m/n on input line 98. LaTeX Font Info: ... okay on input line 98. LaTeX Font Info: Checking defaults for OMS/txsy/m/n on input line 98. LaTeX Font Info: Try loading font information for OMS+txsy on input line 98. (/usr/share/texlive/texmf-dist/tex/latex/txfonts/omstxsy.fd File: omstxsy.fd 2000/12/15 v3.1 ) LaTeX Font Info: ... okay on input line 98. LaTeX Font Info: Checking defaults for OMX/txex/m/n on input line 98. LaTeX Font Info: Try loading font information for OMX+txex on input line 98. (/usr/share/texlive/texmf-dist/tex/latex/txfonts/omxtxex.fd File: omxtxex.fd 2000/12/15 v3.1 ) LaTeX Font Info: ... okay on input line 98. LaTeX Font Info: Checking defaults for U/txexa/m/n on input line 98. LaTeX Font Info: Try loading font information for U+txexa on input line 98. (/usr/share/texlive/texmf-dist/tex/latex/txfonts/utxexa.fd File: utxexa.fd 2000/12/15 v3.1 ) LaTeX Font Info: ... okay on input line 98. LaTeX Font Info: Checking defaults for PD1/pdf/m/n on input line 98. LaTeX Font Info: ... okay on input line 98. LaTeX Font Info: Try loading font information for OT1+txr on input line 98. (/usr/share/texlive/texmf-dist/tex/latex/txfonts/ot1txr.fd File: ot1txr.fd 2000/12/15 v3.1 ) \c@lstlisting=\count279 \AtBeginShipoutBox=\box94 Package hyperref Info: Link coloring OFF on input line 98. (/usr/share/texlive/texmf-dist/tex/latex/hyperref/nameref.sty Package: nameref 2012/10/27 v2.43 Cross-referencing by name of section (/usr/share/texlive/texmf-dist/tex/generic/oberdiek/gettitlestring.sty Package: gettitlestring 2010/12/03 v1.4 Cleanup title references (HO) ) \c@section@level=\count280 ) LaTeX Info: Redefining \ref on input line 98. LaTeX Info: Redefining \pageref on input line 98. LaTeX Info: Redefining \nameref on input line 98. (./maincleanindex.out) (./maincleanindex.out) \@outlinefile=\write8 \openout8 = `maincleanindex.out'. (/usr/share/texlive/texmf-dist/tex/latex/ms/ragged2e.sty Package: ragged2e 2009/05/21 v2.1 ragged2e Package (MS) (/usr/share/texlive/texmf-dist/tex/latex/ms/everysel.sty Package: everysel 2011/10/28 v1.2 EverySelectfont Package (MS) ABD: EverySelectfont initializing macros LaTeX Info: Redefining \selectfont on input line 126. ) \CenteringLeftskip=\skip83 \RaggedLeftLeftskip=\skip84 \RaggedRightLeftskip=\skip85 \CenteringRightskip=\skip86 \RaggedLeftRightskip=\skip87 \RaggedRightRightskip=\skip88 \CenteringParfillskip=\skip89 \RaggedLeftParfillskip=\skip90 \RaggedRightParfillskip=\skip91 \JustifyingParfillskip=\skip92 \CenteringParindent=\skip93 \RaggedLeftParindent=\skip94 \RaggedRightParindent=\skip95 \JustifyingParindent=\skip96 ) (/usr/share/texlive/texmf-dist/tex/context/base/supp-pdf.mkii [Loading MPS to PDF converter (version 2006.09.02).] \scratchcounter=\count281 \scratchdimen=\dimen330 \scratchbox=\box95 \nofMPsegments=\count282 \nofMParguments=\count283 \everyMPshowfont=\toks50 \MPscratchCnt=\count284 \MPscratchDim=\dimen331 \MPnumerator=\count285 \makeMPintoPDFobject=\count286 \everyMPtoPDFconversion=\toks51 ) (/usr/share/texlive/texmf-dist/tex/latex/oberdiek/epstopdf-base.sty Package: epstopdf-base 2010/02/09 v2.5 Base part for package epstopdf (/usr/share/texlive/texmf-dist/tex/latex/oberdiek/grfext.sty Package: grfext 2010/08/19 v1.1 Manage graphics extensions (HO) ) Package grfext Info: Graphics extension search list: (grfext) [.png,.pdf,.jpg,.mps,.jpeg,.jbig2,.jb2,.PNG,.PDF,.JPG,.JPE G,.JBIG2,.JB2,.eps] (grfext) \AppendGraphicsExtensions on input line 452. (/usr/share/texlive/texmf-dist/tex/latex/latexconfig/epstopdf-sys.cfg File: epstopdf-sys.cfg 2010/07/13 v1.3 Configuration of (r)epstopdf for TeX Liv e )) ABD: EveryShipout initializing macros (/usr/share/texlive/texmf-dist/tex/latex/beamer/translator/dicts/translator-bas ic-dictionary/translator-basic-dictionary-English.dict Dictionary: translator-basic-dictionary, Language: English ) (/usr/share/texlive/texmf-dist/tex/latex/siunitx/siunitx-abbreviations.cfg File: siunitx-abbreviations.cfg 2016/03/01 v2.6q siunitx: Abbreviated units ) \c__siunitx_mathsf_int=\count287 LaTeX Font Info: Try loading font information for U+txsya on input line 98. (/usr/share/texlive/texmf-dist/tex/latex/txfonts/utxsya.fd File: utxsya.fd 2000/12/15 v3.1 ) LaTeX Font Info: Try loading font information for U+txsyb on input line 98. (/usr/share/texlive/texmf-dist/tex/latex/txfonts/utxsyb.fd File: utxsyb.fd 2000/12/15 v3.1 ) LaTeX Font Info: Try loading font information for U+txmia on input line 98. (/usr/share/texlive/texmf-dist/tex/latex/txfonts/utxmia.fd File: utxmia.fd 2000/12/15 v3.1 ) LaTeX Font Info: Try loading font information for U+txsyc on input line 98. (/usr/share/texlive/texmf-dist/tex/latex/txfonts/utxsyc.fd File: utxsyc.fd 2000/12/15 v3.1 ) LaTeX Font Info: Try loading font information for OT1+txss on input line 98. (/usr/share/texlive/texmf-dist/tex/latex/txfonts/ot1txss.fd File: ot1txss.fd 2000/12/15 v3.1 ) LaTeX Font Info: Font shape `OT1/txss/m/n' will be (Font) scaled to size 9.49997pt on input line 98. LaTeX Font Info: Font shape `OT1/txss/m/n' will be (Font) scaled to size 6.64998pt on input line 98. LaTeX Font Info: Font shape `OT1/txss/m/n' will be (Font) scaled to size 4.74998pt on input line 98. \c__siunitx_mathtt_int=\count288 LaTeX Font Info: Try loading font information for OT1+txtt on input line 98. (/usr/share/texlive/texmf-dist/tex/latex/txfonts/ot1txtt.fd File: ot1txtt.fd 2000/12/15 v3.1 ) No file maincleanindex.ttl. [1 \openout6 = `maincleanindex.ist'. {/var/lib/texmf/fonts/map/pdftex/updmap/pdftex.map}] [2 ] (./maincleanindex.toc [3 ] [4] Overfull \hbox (5.29823pt too wide) in paragraph at lines 91--91 []| []\OT1/txr/bx/n/10 PART TWO FUN-DA-MEN-TALS OF PER-SON-AL-IZED MA- [] [5] [6] [7] [8]) \tf@toc=\write9 \openout9 = `maincleanindex.toc'. [9] (./maincleanindex.lof Overfull \hbox (1.09013pt too wide) in paragraph at lines 26--26 [] [][]\OT1/txr/m/n/10 Recommender sys-tems com-pared to other types of ma-chi ne learn- [] [10 ] Package natbib Warning: Citation `koren2009collaborative' on page xi undefined on input line 47. Package natbib Warning: Citation `xiang2010temporal' on page xi undefined on in put line 49. ) \tf@lof=\write10 \openout10 = `maincleanindex.lof'. [11] (./maincleanindex.lot) \tf@lot=\write11 \openout11 = `maincleanindex.lot'. [12 ] Underfull \vbox (badness 10000) has occurred while \output is active [] [13 ] Overfull \vbox (31.45999pt too high) has occurred while \output is active [] [14] LaTeX Warning: Reference `eq:bprOpt1' on page i undefined on input line 148. LaTeX Warning: Reference `eq:BER' on page i undefined on input line 149. LaTeX Warning: Reference `subsec:BPR' on page i undefined on input line 150. LaTeX Warning: Reference `subsec:CNNRNN' on page i undefined on input line 151. LaTeX Warning: Reference `eq:FVU' on page i undefined on input line 152. LaTeX Warning: Reference `sec:type1type2' on page i undefined on input line 153 . LaTeX Warning: Reference `sec:type1type2' on page i undefined on input line 154 . LaTeX Warning: Reference `sec:personalGans' on page i undefined on input line 1 55. LaTeX Warning: Reference `sec:rnn' on page i undefined on input line 156. LaTeX Warning: Reference `eq:MAE' on page i undefined on input line 157. LaTeX Warning: Reference `subsec:MLE' on page i undefined on input line 158. LaTeX Warning: Reference `subsec:MLPRec' on page i undefined on input line 159. LaTeX Warning: Reference `sec:MMR' on page i undefined on input line 160. LaTeX Warning: Reference `subsec:MReciprocalR' on page i undefined on input lin e 161. LaTeX Warning: Reference `sec:MSE' on page i undefined on input line 162. LaTeX Warning: Reference `subsec:cumGain' on page i undefined on input line 163 . LaTeX Warning: Reference `sec:rnn' on page i undefined on input line 164. LaTeX Warning: Reference `sec:errorRanking' on page i undefined on input line 1 65. LaTeX Warning: Reference `subsec:otherClass' on page i undefined on input line 166. LaTeX Warning: Reference `eq:tfidf' on page i undefined on input line 167. LaTeX Warning: Reference `sec:type1type2' on page i undefined on input line 168 . LaTeX Warning: Reference `sec:type1type2' on page i undefined on input line 169 . [15] [16 ] Chapter 1. LaTeX Font Info: Font shape `OT1/txss/m/n' will be (Font) scaled to size 7.59998pt on input line 193. LaTeX Font Info: Font shape `OT1/txss/m/n' will be (Font) scaled to size 5.69998pt on input line 193. [1 ] LaTeX Warning: Reference `chap:classPipe' on page 1 undefined on input line 222 . LaTeX Warning: Reference `chap:modelbasedRecsys' on page 1 undefined on input l ine 226. LaTeX Warning: Reference `chap:recsysIntro' on page 1 undefined on input line 2 26. Underfull \vbox (badness 10000) has occurred while \output is active [] [2] LaTeX Warning: Reference `chap:classPipe' on page 1 undefined on input line 269 . LaTeX Warning: Reference `chap:classPipe' on page 1 undefined on input line 270 . LaTeX Warning: Reference `subsec:otherClass' on page 1 undefined on input line 272. LaTeX Warning: Reference `subsec:matrixFactor' on page 1 undefined on input lin e 278. LaTeX Warning: Reference `subsec:matrixFactor' on page 1 undefined on input lin e 283. LaTeX Warning: Reference `subsec:MLPRec' on page 1 undefined on input line 287. LaTeX Warning: Reference `chap:temporalSequential' on page 1 undefined on input line 289. LaTeX Warning: Reference `chap:visual' on page 1 undefined on input line 291. [3] LaTeX Warning: Reference `sec:onlineUpdates' on page 1 undefined on input line 301. LaTeX Warning: Reference `subsec:convRec' on page 1 undefined on input line 304 . LaTeX Warning: Reference `chap:consequence' on page 1 undefined on input line 3 16. [4] LaTeX Warning: Reference `chap:classPipe' on page 1 undefined on input line 362 . LaTeX Warning: Reference `chap:modelbasedRecsys' on page 1 undefined on input l ine 363. LaTeX Warning: Reference `chap:recsysIntro' on page 1 undefined on input line 3 63. LaTeX Warning: Reference `chap:temporalSequential' on page 5 undefined on input line 365. LaTeX Warning: Reference `chap:visual' on page 5 undefined on input line 365. LaTeX Warning: Reference `chap:consequence' on page 1 undefined on input line 3 68. Underfull \vbox (badness 10000) has occurred while \output is active [] [5] LaTeX Warning: Reference `chap:classPipe' on page 1 undefined on input line 373 . LaTeX Warning: Reference `proj:1' on page 6 undefined on input line 376. LaTeX Warning: Reference `proj:classif' on page 6 undefined on input line 376. LaTeX Warning: Reference `chap:modelbasedRecsys' on page 1 undefined on input l ine 380. LaTeX Warning: Reference `chap:recsysIntro' on page 1 undefined on input line 3 80. LaTeX Warning: Reference `chap:recsysIntro' on page 1 undefined on input line 3 82. LaTeX Warning: Reference `chap:modelbasedRecsys' on page 1 undefined on input l ine 382. LaTeX Warning: Reference `proj:1111' on page 6 undefined on input line 389. LaTeX Warning: Reference `proj:2' on page 6 undefined on input line 389. LaTeX Warning: Reference `chap:contentStructure' on page 1 undefined on input l ine 391. LaTeX Warning: Reference `sec:coldStart' on page 1 undefined on input line 392. LaTeX Warning: Reference `proj:coldStart' on page 6 undefined on input line 394 . Overfull \hbox (16.61012pt too wide) in paragraph at lines 391--395 \OT1/txr/m/n/10 re-vis-ited later the book when de-vel-op-ing more com-plex mod -els based on (e.g.) tem- [] [6] LaTeX Warning: Reference `chap:temporalSequential' on page 1 undefined on input line 396. LaTeX Warning: Reference `sec:caseStudyNetflixTemporal' on page 1 undefined on input line 397. LaTeX Warning: Reference `proj:tempBusiness' on page 7 undefined on input line 398. LaTeX Warning: Reference `chap:text' on page 1 undefined on input line 400. LaTeX Warning: Reference `proj:text' on page 7 undefined on input line 401. LaTeX Warning: Reference `chap:visual' on page 1 undefined on input line 404. LaTeX Warning: Reference `proj:visualProj' on page 7 undefined on input line 40 4. LaTeX Warning: Reference `chap:consequence' on page 1 undefined on input line 4 07. LaTeX Warning: Reference `proj:fairBeer' on page 7 undefined on input line 409. [7] File: fig/portrait_bw.jpg Graphic file (type jpg) Package pdftex.def Info: fig/portrait_bw.jpg used on input line 440. (pdftex.def) Requested size: 123.5508pt x 148.25812pt. Package natbib Warning: Citation `mcauley2015image' on page 8 undefined on inpu t line 448. Package natbib Warning: Citation `mcauley2013hidden' on page 8 undefined on inp ut line 448. Package natbib Warning: Citation `ni2019modeling' on page 8 undefined on input line 448. Package natbib Warning: Citation `majumder2019generating' on page 8 undefined o n input line 448. [8 <./fig/portrait_bw.jpg>] LaTeX Warning: Reference `sec:amazonCaseStudy' on page 1 undefined on input lin e 470. [9] Package natbib Warning: Citation `yang2014finding' on page 10 undefined on inpu t line 500. LaTeX Warning: Reference `chap:temporalSequential' on page 1 undefined on input line 500. Package natbib Warning: Citation `ng2017predicting' on page 10 undefined on inp ut line 505. Package natbib Warning: Citation `ni2019modeling' on page 10 undefined on input line 507. Package natbib Warning: Citation `ingrande2020performance' on page 10 undefined on input line 510. Package natbib Warning: Citation `ni2020learning' on page 10 undefined on input line 515. LaTeX Warning: Reference `chap:text' on page 1 undefined on input line 515. [10] LaTeX Warning: Reference `subsec:casestudyReddit' on page 1 undefined on input line 527. LaTeX Warning: Reference `chap:consequence' on page 1 undefined on input line 5 42. Package natbib Warning: Citation `majumder2020like' on page 11 undefined on inp ut line 557. [11] LaTeX Warning: Reference `subsec:textExplain' on page 1 undefined on input line 560. LaTeX Warning: Reference `subsec:convRec' on page 1 undefined on input line 560 . LaTeX Warning: Reference `sec:caseStudySmart' on page 1 undefined on input line 560. LaTeX Warning: Reference `chap:modelbasedRecsys' on page 1 undefined on input l ine 582. LaTeX Warning: Reference `chap:text' on page 1 undefined on input line 583. [12] LaTeX Warning: Reference `chap:visual' on page 1 undefined on input line 584. LaTeX Warning: Reference `sec:recipeCaseStudy' on page 1 undefined on input lin e 585. LaTeX Warning: Reference `sec:caseStudyHR' on page 1 undefined on input line 58 5. LaTeX Warning: Reference `subsec:soRec' on page 1 undefined on input line 585. LaTeX Warning: Reference `sec:fashionCaseStudies' on page 1 undefined on input line 585. File: fig/recsysIdea.pdf Graphic file (type pdf) Package pdftex.def Info: fig/recsysIdea.pdf used on input line 591. (pdftex.def) Requested size: 108.40471pt x 108.40471pt. LaTeX Warning: Reference `chap:modelbasedRecsys' on page 1 undefined on input l ine 594. LaTeX Warning: Reference `chap:modelbasedRecsys' on page 1 undefined on input l ine 594. LaTeX Warning: Reference `chap:classPipe' on page 1 undefined on input line 605 . LaTeX Warning: Reference `chap:modelbasedRecsys' on page 1 undefined on input l ine 609. [13 <./fig/recsysIdea.pdf>] LaTeX Warning: Reference `chap:recsysIntro' on page 1 undefined on input line 6 12. LaTeX Warning: Reference `chap:classPipe' on page 1 undefined on input line 612 . LaTeX Warning: Reference `chap:consequence' on page 1 undefined on input line 6 22. LaTeX Warning: Reference `sec:filterBubble' on page 1 undefined on input line 6 23. [14] LaTeX Warning: Reference `sec:diversification' on page 1 undefined on input lin e 630. LaTeX Warning: Reference `sec:fairness' on page 1 undefined on input line 631. [15] [16 ] [17] [18 ] Chapter 2. LaTeX Warning: Reference `sec:featureEngineering' on page 1 undefined on input line 646. LaTeX Warning: Reference `subsec:MLE' on page 1 undefined on input line 650. LaTeX Warning: Reference `sec:gradient' on page 1 undefined on input line 651. LaTeX Warning: Reference `chap:classPipe' on page 1 undefined on input line 652 . LaTeX Warning: Reference `subsec:regressionTensorflow' on page 1 undefined on i nput line 653. LaTeX Warning: Reference `sec:evaluateRegression' on page 1 undefined on input line 655. LaTeX Warning: Reference `chap:modelbasedRecsys' on page 1 undefined on input l ine 663. LaTeX Warning: Reference `chap:recsysIntro' on page 1 undefined on input line 6 63. [19 ] LaTeX Warning: Reference `chap:text' on page 1 undefined on input line 675. LaTeX Warning: Reference `chap:modelbasedRecsys' on page 1 undefined on input l ine 686. LaTeX Font Info: Font shape `OT1/txss/m/n' will be (Font) scaled to size 8.54997pt on input line 700. LaTeX Warning: Reference `chap:classPipe' on page 1 undefined on input line 713 . LaTeX Warning: Reference `sec:errorRanking' on page 1 undefined on input line 7 13. [20] Package natbib Warning: Citation `wan2018item' on page 21 undefined on input li ne 736. File: fig/ratingLength.pdf Graphic file (type pdf) Package pdftex.def Info: fig/ratingLength.pdf used on input line 740. (pdftex.def) Requested size: 162.60709pt x 108.40471pt. [21] [22 <./fig/ratingLength.pdf>] LaTeX Warning: Reference `fig:ratingLengthBestFit' on page 1 undefined on input line 813. File: fig/ratingLengthBestFit.pdf Graphic file (type pdf) Package pdftex.def Info: fig/ratingLengthBestFit.pdf used on input line 816. (pdftex.def) Requested size: 162.60709pt x 108.40471pt. [23] LaTeX Warning: Reference `eq:threeParameters' on page 1 undefined on input line 829. LaTeX Warning: Reference `eq:thetaThree' on page 1 undefined on input line 850. LaTeX Warning: Reference `sec:interpretLinear' on page 1 undefined on input lin e 851. Overfull \hbox (12.78017pt too wide) in paragraph at lines 849--852 \OT1/txr/m/n/10 are dif-fer-ent from those of the model we pre-vi-ously fit (co m-pare [] and eq. ([]2.11[])). [] [24 <./fig/ratingLengthBestFit.pdf>] LaTeX Font Info: Font shape `OT1/txtt/bx/n' in size <8> not available (Font) Font shape `OT1/txtt/b/n' tried instead on input line 868. ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.868 for l in open('f antasy100.json'): # 100 reviews of fantasy novels from... ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.868 for l in open('fantasy100.json') : # 100 reviews of fantasy novels from... ? LaTeX Font Info: Font shape `OT1/txtt/m/it' in size <8> not available (Font) Font shape `OT1/txtt/m/sl' tried instead on input line 868. ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.879 ratings = [d['r ating'] for d in data] # The output we want to predict ? ! Interruption. \lst@FillFixed@ ...ifx \@empty #1\else \lst@hss #1 \expandafter \lst@FillFixe... l.879 ratings = [d['r ating'] for d in data] # The output we want to predict ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.879 ratings = [d['rating'] for d in data] # The output we want to predict ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.880 lengths = [len(d['r eview_text']) for d in data] # The feature used for... ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.880 lengths = [len(d['review_text'] ) for d in data] # The feature used for... ? LaTeX Warning: Reference `fig:ratingLengthBestFit' on page 1 undefined on input line 915. Underfull \vbox (badness 10000) has occurred while \output is active [] [25] LaTeX Warning: Reference `ex:hardPseudoInv' on page 26 undefined on input line 935. [26] LaTeX Warning: Reference `fig:gaussianDensity' on page 1 undefined on input lin e 972. File: fig/gaussianError.pdf Graphic file (type pdf) Package pdftex.def Info: fig/gaussianError.pdf used on input line 975. (pdftex.def) Requested size: 216.80946pt x 108.40471pt. LaTeX Warning: Reference `eq:errorDensity' on page 1 undefined on input line 98 4. [27] LaTeX Warning: Reference `box:MSEMLE' on page 1 undefined on input line 1008. LaTeX Warning: Reference `sec:whyMSE' on page 1 undefined on input line 1017. LaTeX Warning: Reference `chap:classPipe' on page 1 undefined on input line 102 1. LaTeX Warning: Reference `chap:temporalSequential' on page 1 undefined on input line 1021. LaTeX Warning: Reference `chap:modelbasedRecsys' on page 1 undefined on input l ine 1021. [28 <./fig/gaussianError.pdf>] LaTeX Warning: Reference `subsec:errorsArent' on page 1 undefined on input line 1024. LaTeX Warning: Reference `chap:classPipe' on page 1 undefined on input line 102 5. LaTeX Font Info: Font shape `OT1/txss/m/n' will be (Font) scaled to size 10.40245pt on input line 1029. [29] LaTeX Warning: Reference `ex:MSEtrivial' on page 30 undefined on input line 104 3. LaTeX Warning: Reference `sec:pearsonSim' on page 1 undefined on input line 105 6. [30] LaTeX Warning: Reference `fig:qq' on page 1 undefined on input line 1076. LaTeX Warning: Reference `sec:binaryFeat' on page 1 undefined on input line 107 6. LaTeX Warning: Reference `ex:residual0' on page 31 undefined on input line 1079 . File: fig/qqhist.pdf Graphic file (type pdf) Package pdftex.def Info: fig/qqhist.pdf used on input line 1086. (pdftex.def) Requested size: 135.5059pt x 135.5059pt. File: fig/qq.pdf Graphic file (type pdf) Package pdftex.def Info: fig/qq.pdf used on input line 1087. (pdftex.def) Requested size: 135.5059pt x 135.5059pt. LaTeX Warning: Reference `fig:qq' on page 1 undefined on input line 1092. LaTeX Warning: Reference `fig:qq' on page 1 undefined on input line 1092. [31 <./fig/qqhist.pdf> <./fig/qq.pdf pdfTeX warning: pdflatex (file ./fig/qq.pdf): PDF inclusion: multiple pdfs with page group included in a single page >] LaTeX Warning: Reference `fig:qq' on page 1 undefined on input line 1099. [32] LaTeX Warning: Reference `fig:ratingLengthBestFit' on page 1 undefined on input line 1118. LaTeX Warning: Reference `fig:cubicFit' on page 1 undefined on input line 1127. File: fig/ratingLengthBestFitQuad.pdf Graphic file (type pdf) Package pdftex.def Info: fig/ratingLengthBestFitQuad.pdf used on input line 113 0. (pdftex.def) Requested size: 162.60709pt x 108.40471pt. Package natbib Warning: Citation `mcauley2012learning' on page 33 undefined on input line 1139. [33] LaTeX Warning: Reference `fig:genderLength' on page 1 undefined on input line 1 159. LaTeX Warning: Reference `fig:genderLength' on page 1 undefined on input line 1 159. LaTeX Warning: Reference `fig:genderLength' on page 1 undefined on input line 1 159. File: fig/genderVlength.pdf Graphic file (type pdf) Package pdftex.def Info: fig/genderVlength.pdf used on input line 1162. (pdftex.def) Requested size: 108.40471pt x 108.40471pt. File: fig/genderVlengthBar.pdf Graphic file (type pdf) Package pdftex.def Info: fig/genderVlengthBar.pdf used on input line 1163. (pdftex.def) Requested size: 108.40471pt x 108.40471pt. LaTeX Warning: Reference `eq:genderEncoding1' on page 1 undefined on input line 1169. [34 <./fig/ratingLengthBestFitQuad.pdf>] LaTeX Warning: Reference `eq:genderModel' on page 1 undefined on input line 118 0. LaTeX Warning: Reference `fig:genderFit4' on page 1 undefined on input line 118 0. File: fig/genderVlengthBar4.pdf Graphic file (type pdf) Package pdftex.def Info: fig/genderVlengthBar4.pdf used on input line 1183. (pdftex.def) Requested size: 108.40471pt x 108.40471pt. File: fig/genderVlengthBar4oneHot.pdf Graphic file (type pdf) Package pdftex.def Info: fig/genderVlengthBar4oneHot.pdf used on input line 118 4. (pdftex.def) Requested size: 108.40471pt x 108.40471pt. LaTeX Warning: Reference `fig:genderFit4' on page 1 undefined on input line 118 8. LaTeX Warning: Reference `eq:oneHot1' on page 1 undefined on input line 1190. LaTeX Warning: Reference `fig:genderFit4' on page 1 undefined on input line 119 0. Underfull \vbox (badness 2894) has occurred while \output is active [] [35 <./fig/genderVlength.pdf> <./fig/genderVlengthBar.pdf pdfTeX warning: pdflatex (file ./fig/genderVlengthBar.pdf): PDF inclusion: mult iple pdfs with page group included in a single page > <./fig/genderVlengthBar4.pdf pdfTeX warning: pdflatex (file ./fig/genderVlengthBar4.pdf): PDF inclusion: mul tiple pdfs with page group included in a single page > <./fig/genderVlengthBar4oneHot.pdf pdfTeX warning: pdflatex (file ./fig/genderVlengthBar4oneHot.pdf): PDF inclusio n: multiple pdfs with page group included in a single page >] LaTeX Warning: Reference `eq:oneHot1' on page 1 undefined on input line 1212. LaTeX Warning: Reference `fig:genderFit4' on page 1 undefined on input line 121 2. LaTeX Warning: Reference `eq:oneHot2' on page 1 undefined on input line 1216. LaTeX Warning: Reference `eq:oneHot2' on page 1 undefined on input line 1218. LaTeX Warning: Reference `sec:binaryFeat' on page 1 undefined on input line 122 9. [36] [37] LaTeX Warning: Reference `fig:temporalFit' on page 1 undefined on input line 12 69. File: fig/timePlot.pdf Graphic file (type pdf) Package pdftex.def Info: fig/timePlot.pdf used on input line 1272. (pdftex.def) Requested size: 162.60709pt x 108.40471pt. LaTeX Warning: Reference `eq:fitDoW' on page 1 undefined on input line 1285. LaTeX Warning: Reference `fig:temporalFit' on page 1 undefined on input line 12 85. LaTeX Warning: Reference `fig:temporalFit' on page 1 undefined on input line 12 87. LaTeX Warning: Reference `fig:periodic' on page 1 undefined on input line 1289. File: fig/timePlotPeriodic.pdf Graphic file (type pdf) Package pdftex.def Info: fig/timePlotPeriodic.pdf used on input line 1292. (pdftex.def) Requested size: 216.80946pt x 108.40471pt. LaTeX Warning: Reference `chap:temporalSequential' on page 1 undefined on input line 1296. LaTeX Warning: Reference `sec:caseStudyNetflixTemporal' on page 1 undefined on input line 1297. LaTeX Warning: Reference `sec:simpleTransforms' on page 1 undefined on input li ne 1302. [38 <./fig/timePlot.pdf>] Package natbib Warning: Citation `lakkaraju2013s' on page 39 undefined on input line 1304. LaTeX Warning: Reference `fig:redditResub' on page 1 undefined on input line 13 11. File: fig/redditUp.pdf Graphic file (type pdf) Package pdftex.def Info: fig/redditUp.pdf used on input line 1316. (pdftex.def) Requested size: 135.5059pt x 108.40471pt. File: fig/redditUpLog.pdf Graphic file (type pdf) Package pdftex.def Info: fig/redditUpLog.pdf used on input line 1317. (pdftex.def) Requested size: 135.5059pt x 108.40471pt. LaTeX Warning: Reference `fig:redditResub' on page 1 undefined on input line 13 23. [39 <./fig/timePlotPeriodic.pdf> <./fig/redditUp.pdf pdfTeX warning: pdflatex (file ./fig/redditUp.pdf): PDF inclusion: multiple pdf s with page group included in a single page > <./fig/redditUpLog.pdf pdfTeX warning: pdflatex (file ./fig/redditUpLog.pdf): PDF inclusion: multiple pdfs with page group included in a single page >] LaTeX Warning: Reference `fig:redditResub' on page 1 undefined on input line 13 37. LaTeX Warning: Reference `eq:reddit2' on page 1 undefined on input line 1340. LaTeX Warning: Reference `eq:reddit3' on page 1 undefined on input line 1340. LaTeX Warning: Reference `eq:reddit1' on page 1 undefined on input line 1340. LaTeX Warning: Reference `eq:reviewLength1' on page 1 undefined on input line 1 351. LaTeX Warning: Reference `eq:thetaThree' on page 1 undefined on input line 1353 . LaTeX Warning: Reference `box:interpretLinear' on page 1 undefined on input lin e 1353. LaTeX Warning: Reference `eq:sysOfEqPoly' on page 1 undefined on input line 137 3. LaTeX Warning: Reference `eq:oneHot1' on page 1 undefined on input line 1373. [40] LaTeX Warning: Reference `eq:thetaThree' on page 1 undefined on input line 1375 . LaTeX Warning: Reference `chap:classPipe' on page 1 undefined on input line 138 9. LaTeX Warning: Reference `fig:gradient' on page 1 undefined on input line 1391. [41] LaTeX Warning: Reference `step2' on page 42 undefined on input line 1398. LaTeX Warning: Reference `step3' on page 42 undefined on input line 1398. File: fig/gradient.pdf Graphic file (type pdf) Package pdftex.def Info: fig/gradient.pdf used on input line 1406. (pdftex.def) Requested size: 216.80946pt x 108.40471pt. LaTeX Warning: Reference `subsec:regressionTensorflow' on page 1 undefined on i nput line 1411. LaTeX Warning: Reference `fig:gradient' on page 1 undefined on input line 1415. LaTeX Warning: Reference `step3' on page 42 undefined on input line 1420. Package natbib Warning: Citation `liu1989limited' on page 42 undefined on input line 1420. LaTeX Warning: Reference `step4' on page 42 undefined on input line 1421. LaTeX Warning: Reference `sec:regularization' on page 1 undefined on input line 1421. Underfull \vbox (badness 2012) has occurred while \output is active [] [42 <./fig/gradient.pdf>] LaTeX Warning: Reference `eq:derivative1' on page 1 undefined on input line 143 8. LaTeX Warning: Reference `sec:simpleTransforms' on page 1 undefined on input li ne 1450. LaTeX Warning: Reference `sec:interpretLinear' on page 1 undefined on input lin e 1451. [43] LaTeX Warning: Reference `sec:personalGans' on page 1 undefined on input line 1 464. LaTeX Warning: Reference `sec:rnn' on page 1 undefined on input line 1464. LaTeX Warning: Reference `chap:classPipe' on page 1 undefined on input line 146 5. LaTeX Warning: Reference `subsec:regressionTensorflow' on page 1 undefined on i nput line 1465. Package natbib Warning: Citation `lakkaraju2013s' on page 44 undefined on input line 1472. Package natbib Warning: Citation `lakkaraju2013s' on page 44 undefined on input line 1479. LaTeX Warning: Reference `fig:redditResub' on page 1 undefined on input line 14 85. [44] Package natbib Warning: Citation `lakkaraju2013s' on page 45 undefined on input line 1501. LaTeX Warning: Reference `chap:text' on page 1 undefined on input line 1501. LaTeX Warning: Reference `sec:gradient' on page 1 undefined on input line 1507. LaTeX Warning: Reference `subsec:r2coeff' on page 1 undefined on input line 150 7. [45] LaTeX Warning: Reference `ex:reg1' on page 46 undefined on input line 1519. LaTeX Warning: Reference `ex:MSEtrivial' on page 46 undefined on input line 152 2. LaTeX Warning: Reference `eq:MAE' on page 1 undefined on input line 1522. LaTeX Warning: Reference `eq:MSEMLEderiv0' on page 46 undefined on input line 1 523. LaTeX Warning: Reference `eq:MSEMLEderiv' on page 46 undefined on input line 15 23. LaTeX Warning: Reference `ex:hardPseudoInv' on page 46 undefined on input line 1528. [46] LaTeX Warning: Reference `sec:temporalFeatures' on page 1 undefined on input li ne 1545. LaTeX Warning: Reference `subsec:transformOutput' on page 1 undefined on input line 1546. LaTeX Warning: Reference `chap:classPipe' on page 1 undefined on input line 154 9. LaTeX Warning: Reference `proj:classif' on page 47 undefined on input line 1549 . [47] Chapter 3. LaTeX Warning: Reference `sec:gradient' on page 1 undefined on input line 1583. Package natbib Warning: Citation `cortes1995support' on page 48 undefined on in put line 1586. Package natbib Warning: Citation `ho1995random' on page 48 undefined on input l ine 1586. LaTeX Warning: Reference `chap:modelbasedRecsys' on page 1 undefined on input l ine 1587. LaTeX Warning: Reference `chap:visual' on page 1 undefined on input line 1588. LaTeX Warning: Reference `subsec:otherClass' on page 1 undefined on input line 1588. LaTeX Warning: Reference `sec:logisticRegression' on page 1 undefined on input line 1590. LaTeX Warning: Reference `sec:evaluatingClassifiers' on page 1 undefined on inp ut line 1590. Overfull \hbox (6.0901pt too wide) in paragraph at lines 1590--1591 []\OT1/txr/m/n/10 After ex-plor-ing clas-si-fi-ca-tion tech-niques in [], we'll ex-plore eval-u-a-tion strate- [] [48 ] LaTeX Warning: Reference `sec:learningPipeline' on page 1 undefined on input li ne 1594. LaTeX Warning: Reference `eq:accuracySummation' on page 1 undefined on input li ne 1616. LaTeX Warning: Reference `eq:accuracySummation' on page 1 undefined on input li ne 1618. Package natbib Warning: Citation `nguyen2013algorithms' on page 49 undefined on input line 1618. LaTeX Warning: Reference `eq:accuracySummation' on page 1 undefined on input li ne 1618. LaTeX Warning: Reference `fig:sigmoid' on page 1 undefined on input line 1618. LaTeX Warning: Reference `sec:gradient' on page 1 undefined on input line 1618. File: fig/step.pdf Graphic file (type pdf) Package pdftex.def Info: fig/step.pdf used on input line 1621. (pdftex.def) Requested size: 108.40471pt x 108.40471pt. File: fig/sigmoid.pdf Graphic file (type pdf) Package pdftex.def Info: fig/sigmoid.pdf used on input line 1622. (pdftex.def) Requested size: 108.40471pt x 108.40471pt. LaTeX Warning: Reference `eq:accuracySummation' on page 1 undefined on input li ne 1626. [49] LaTeX Warning: Reference `fig:sigmoid' on page 1 undefined on input line 1634. LaTeX Warning: Reference `eq:accuracySummation' on page 1 undefined on input li ne 1638. LaTeX Warning: Reference `eq:likelihood1' on page 1 undefined on input line 164 4. LaTeX Warning: Reference `sec:gradient' on page 1 undefined on input line 1649. [50 <./fig/step.pdf> <./fig/sigmoid.pdf pdfTeX warning: pdflatex (file ./fig/sigmoid.pdf): PDF inclusion: multiple pdfs with page group included in a single page >] LaTeX Warning: Reference `eq:logisticDeriveWithoutLamb2' on page 1 undefined on input line 1659. LaTeX Warning: Reference `eq:logisticDeriveWithoutLamb1' on page 1 undefined on input line 1659. LaTeX Warning: Reference `eq:logisticDeriveWithoutLamb1' on page 1 undefined on input line 1659. LaTeX Warning: Reference `eq:logisticDeriveWithoutLamb1' on page 1 undefined on input line 1670. LaTeX Warning: Reference `eq:likelihoodLogistic' on page 1 undefined on input l ine 1679. [51] Package natbib Warning: Citation `cortes1995support' on page 52 undefined on in put line 1689. LaTeX Warning: Reference `fig:sigmoid' on page 1 undefined on input line 1689. LaTeX Warning: Reference `sec:errorRanking' on page 1 undefined on input line 1 690. Package natbib Warning: Citation `ho1995random' on page 52 undefined on input l ine 1696. LaTeX Warning: Reference `sec:featureEngineering' on page 1 undefined on input line 1699. [52] LaTeX Warning: Reference `subsec:MLPRec' on page 1 undefined on input line 1705 . LaTeX Warning: Reference `eq:accuracySummation' on page 1 undefined on input li ne 1717. LaTeX Warning: Reference `fig:genderLength' on page 1 undefined on input line 1 722. ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.1727 X = [[1, len(d['r eview/text'])] for d in data] ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.1727 X = [[1, len(d['review/text'] )] for d in data] ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.1728 y = [d['u ser/gender'] == 'Female' for d in data] ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.1728 y = [d['user/gender'] == 'Female' for d in data] ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.1728 y = [d['user/gender'] == 'F emale' for d in data] ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.1728 y = [d['user/gender'] == 'Female' for d in data] ? [53] [54] LaTeX Warning: Reference `sec:evaluatingClassifiers' on page 1 undefined on inp ut line 1789. [55] LaTeX Warning: Reference `eq:BER' on page 1 undefined on input line 1806. ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.1815 X = [[1, len(d['r eview/text'])] for d in data] ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.1815 X = [[1, len(d['review/text'] )] for d in data] ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.1816 y = [d['u ser/gender'] == 'Female' for d in data] ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.1816 y = [d['user/gender'] == 'Female' for d in data] ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.1816 y = [d['user/gender'] == 'F emale' for d in data] ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.1816 y = [d['user/gender'] == 'Female' for d in data] ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.1818 ...model.LogisticRegression(class_weight='b alanced') ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.1818 ...isticRegression(class_weight='balanced') ? [56] LaTeX Warning: Reference `eq:TP1' on page 57 undefined on input line 1846. LaTeX Warning: Reference `eq:FN4' on page 57 undefined on input line 1846. [57] LaTeX Warning: Reference `eq:fbeta' on page 1 undefined on input line 1879. LaTeX Warning: Reference `eq:fbeta' on page 1 undefined on input line 1881. Package natbib Warning: Citation `van1979information' on page 58 undefined on i nput line 1881. [58] LaTeX Font Warning: Command \small invalid in math mode on input line 1894. LaTeX Warning: Reference `sec:evaluatingClassifiers' on page 1 undefined on inp ut line 1902. LaTeX Warning: Reference `eq:sortedByConfidence' on page 1 undefined on input l ine 1910. LaTeX Warning: Reference `eq:precRecDefn2' on page 1 undefined on input line 19 16. LaTeX Warning: Reference `eq:precRecDefn1' on page 1 undefined on input line 19 16. [59] LaTeX Warning: Reference `eq:sortedByConfidence' on page 1 undefined on input l ine 1931. LaTeX Warning: Reference `fig:PR_ROC' on page 1 undefined on input line 1945. File: fig/ROC.pdf Graphic file (type pdf) Package pdftex.def Info: fig/ROC.pdf used on input line 1952. (pdftex.def) Requested size: 135.5059pt x 135.5059pt. File: fig/PRcurve.pdf Graphic file (type pdf) Package pdftex.def Info: fig/PRcurve.pdf used on input line 1953. (pdftex.def) Requested size: 135.5059pt x 135.5059pt. LaTeX Warning: Reference `sec:evaluateRec' on page 1 undefined on input line 19 59. LaTeX Warning: Reference `sec:featureEngineering' on page 1 undefined on input line 1967. LaTeX Warning: Reference `sec:evaluateRegression' on page 1 undefined on input line 1967. Overfull \hbox (3.32013pt too wide) in paragraph at lines 1967--1969 \OT1/txr/m/n/10 gether still re-quires fill-ing in some ad-di-tional de-tails. How can we know whether [] Underfull \vbox (badness 10000) has occurred while \output is active [] [60 <./fig/ROC.pdf> <./fig/PRcurve.pdf pdfTeX warning: pdflatex (file ./fig/PRcurve.pdf): PDF inclusion: multiple pdfs with page group included in a single page >] LaTeX Warning: Reference `sec:evaluatingClassifiers' on page 1 undefined on inp ut line 1973. LaTeX Warning: Reference `sec:evaluateRegression' on page 1 undefined on input line 1973. LaTeX Warning: Reference `fig:cubicFit' on page 1 undefined on input line 1975. LaTeX Warning: Reference `fig:ratingLengthBestFit' on page 1 undefined on input line 1975. [61] LaTeX Warning: Reference `fig:overfit' on page 1 undefined on input line 2017. File: fig/overfit.pdf Graphic file (type pdf) Package pdftex.def Info: fig/overfit.pdf used on input line 2021. (pdftex.def) Requested size: 135.5059pt x 135.5059pt. LaTeX Warning: Reference `sec:regularization' on page 1 undefined on input line 2025. LaTeX Warning: Reference `fig:cubicFit' on page 1 undefined on input line 2029. [62] [63 <./fig/overfit.pdf>] LaTeX Warning: Reference `eq:l1Reg' on page 1 undefined on input line 2060. LaTeX Warning: Reference `eq:l2Reg' on page 1 undefined on input line 2061. LaTeX Warning: Reference `eq:MSE' on page 1 undefined on input line 2070. LaTeX Warning: Reference `eq:logisticDeriveWithoutLamb4' on page 1 undefined on input line 2084. LaTeX Warning: Reference `eq:derivative1' on page 1 undefined on input line 208 4. LaTeX Warning: Reference `eq:accPlusReg' on page 1 undefined on input line 2087 . LaTeX Warning: Reference `eq:accPlusReg' on page 1 undefined on input line 2088 . [64] LaTeX Warning: Reference `chap:modelbasedRecsys' on page 1 undefined on input l ine 2101. LaTeX Warning: Reference `sec:onlineUpdates' on page 1 undefined on input line 2101. LaTeX Warning: Reference `eq:accPlusReg' on page 1 undefined on input line 2106 . LaTeX Warning: Reference `eq:logisticDeriveWithLamb2' on page 1 undefined on in put line 2123. LaTeX Warning: Reference `eq:accPlusReg' on page 1 undefined on input line 2123 . [65] LaTeX Warning: Reference `chap:text' on page 1 undefined on input line 2127. LaTeX Warning: Reference `fig:trainValidTest' on page 1 undefined on input line 2131. LaTeX Warning: Reference `box:validationGuidelines' on page 1 undefined on inpu t line 2131. LaTeX Warning: Reference `chap:temporalSequential' on page 1 undefined on input line 2162. Underfull \hbox (badness 1924) in paragraph at lines 2162--2162 []\OT1/txr/m/n/9 Training, val-i-da-tion, and test sets should (gen-er-ally spe ak-ing) be non- [] LaTeX Warning: Reference `subsec:significance' on page 1 undefined on input lin e 2162. LaTeX Warning: Reference `eq:l1Reg' on page 1 undefined on input line 2173. LaTeX Warning: Reference `eq:l2Reg' on page 1 undefined on input line 2173. LaTeX Warning: Reference `fig:l1l2' on page 1 undefined on input line 2177. LaTeX Warning: Reference `fig:l1l2' on page 1 undefined on input line 2177. LaTeX Warning: Reference `fig:l1l2' on page 1 undefined on input line 2177. LaTeX Warning: Reference `eq:accPlusReg' on page 1 undefined on input line 2178 . Package natbib Warning: Citation `friedman2001elements' on page 66 undefined on input line 2181. [66] File: fig/normDemo1.pdf Graphic file (type pdf) Package pdftex.def Info: fig/normDemo1.pdf used on input line 2186. (pdftex.def) Requested size: 135.5059pt x 135.5059pt. File: fig/normDemo2.pdf Graphic file (type pdf) Package pdftex.def Info: fig/normDemo2.pdf used on input line 2187. (pdftex.def) Requested size: 135.5059pt x 135.5059pt. LaTeX Font Info: Font shape `OT1/txss/m/n' will be (Font) scaled to size 8.07497pt on input line 2189. [67 <./fig/normDemo1.pdf> <./fig/normDemo2.pdf pdfTeX warning: pdflatex (file ./fig/normDemo2.pdf): PDF inclusion: multiple pd fs with page group included in a single page >] LaTeX Warning: Reference `fig:trainValidCurves' on page 1 undefined on input li ne 2205. File: fig/validation.pdf Graphic file (type pdf) Package pdftex.def Info: fig/validation.pdf used on input line 2210. (pdftex.def) Requested size: 271.01184pt x 135.5059pt. [68 <./fig/validation.pdf>] LaTeX Warning: Reference `sec:implementPipeline' on page 1 undefined on input l ine 2222. LaTeX Warning: Reference `sec:gradient' on page 1 undefined on input line 2223. LaTeX Warning: Reference `eq:accPlusReg' on page 1 undefined on input line 2239 . LaTeX Warning: Reference `eq:MSE' on page 1 undefined on input line 2268. LaTeX Warning: Reference `eq:l2Reg' on page 1 undefined on input line 2272. LaTeX Warning: Reference `eq:accPlusReg' on page 1 undefined on input line 2276 . [69] Package natbib Warning: Citation `kingma2014adam' on page 70 undefined on input line 2282. Underfull \vbox (badness 10000) has occurred while \output is active [] [70] LaTeX Warning: Reference `eq:logisticDeriveWithoutLamb2' on page 1 undefined on input line 2320. LaTeX Warning: Reference `eq:logisticDeriveWithoutLamb1' on page 1 undefined on input line 2329. LaTeX Warning: Reference `sec:learningPipeline' on page 1 undefined on input li ne 2350. LaTeX Warning: Reference `chap:text' on page 1 undefined on input line 2352. ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.2361 y = [d['r eview/overall'] for d in data] ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.2361 y = [d['review/overall'] for d in data] ? [71] LaTeX Warning: Reference `eq:accPlusReg' on page 1 undefined on input line 2369 . ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.2381 print('l = ' + str(l) + ', validation MSE = ' + str(MSEvalid)) ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.2381 print('l = ' + str(l) + ', validation MSE = ' + str(MSEvalid)) ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.2381 print('l = ' + str(l) + ', validation MSE = ' + str(MSEvalid)) ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.2381 ...'l = ' + str(l) + ', validation MSE = ' + str(MSEvalid)) ? LaTeX Warning: Reference `fig:validationInPractice' on page 1 undefined on inpu t line 2398. LaTeX Warning: Reference `fig:trainValidCurves' on page 1 undefined on input li ne 2398. File: fig/validationInPractice.pdf Graphic file (type pdf) Package pdftex.def Info: fig/validationInPractice.pdf used on input line 2401. (pdftex.def) Requested size: 162.60709pt x 135.5059pt. LaTeX Warning: Reference `sec:whyMSE' on page 1 undefined on input line 2412. [72] LaTeX Warning: Reference `sec:binaryFeat' on page 1 undefined on input line 243 1. Underfull \vbox (badness 3179) has occurred while \output is active [] [73 <./fig/validationInPractice.pdf>] ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.2444 X2 = [[1, d['b eer/ABV']] for d in data] ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.2444 X2 = [[1, d['beer/ABV'] ] for d in data] ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.2445 y = [d['r eview/overall'] for d in data] ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.2445 y = [d['review/overall'] for d in data] ? Package natbib Warning: Citation `wasserman2013all' on page 74 undefined on inp ut line 2488. [74] LaTeX Warning: Reference `sec:binaryFeat' on page 1 undefined on input line 250 0. ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.2509 categoryCounts[d['b eer/style']] += 1 ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.2509 categoryCounts[d['beer/style'] ] += 1 ? LaTeX Warning: Reference `sec:evaluatingClassifiers' on page 1 undefined on inp ut line 2519. LaTeX Warning: Reference `sec:type1type2' on page 1 undefined on input line 252 0. LaTeX Warning: Reference `eq:logisticDeriveWithLamb2' on page 1 undefined on in put line 2527. LaTeX Warning: Reference `ex:beer1' on page 75 undefined on input line 2531. [75] LaTeX Warning: Reference `proj:1' on page 76 undefined on input line 2540. LaTeX Warning: Reference `proj:1' on page 76 undefined on input line 2540. LaTeX Warning: Reference `ex:pipeline' on page 76 undefined on input line 2542. LaTeX Warning: Reference `proj:1' on page 76 undefined on input line 2545. [76] [77 ] [78 ] Chapter 4. LaTeX Warning: Reference `chap:classPipe' on page 1 undefined on input line 257 0. LaTeX Warning: Reference `sec:jaccard' on page 1 undefined on input line 2593. LaTeX Warning: Reference `sec:randomWalk' on page 1 undefined on input line 259 3. LaTeX Warning: Reference `sec:amazonCaseStudy' on page 1 undefined on input lin e 2593. [79 ] LaTeX Warning: Reference `chap:modelbasedRecsys' on page 1 undefined on input l ine 2601. LaTeX Warning: Reference `sec:caseStudyNetflixTemporal' on page 1 undefined on input line 2630. LaTeX Warning: Reference `sec:fashionCaseStudies' on page 1 undefined on input line 2633. [80] LaTeX Warning: Reference `chap:classPipe' on page 1 undefined on input line 264 7. [81] LaTeX Warning: Reference `box:interactions' on page 1 undefined on input line 2 665. [82] [83] LaTeX Warning: Reference `sec:amazonCaseStudy' on page 1 undefined on input lin e 2740. LaTeX Warning: Reference `box:modelBased' on page 1 undefined on input line 274 5. LaTeX Warning: Reference `chap:modelbasedRecsys' on page 1 undefined on input l ine 2745. LaTeX Warning: Reference `sec:neighborhood' on page 1 undefined on input line 2 756. LaTeX Warning: Reference `chap:modelbasedRecsys' on page 1 undefined on input l ine 2756. Underfull \vbox (badness 10000) has occurred while \output is active [] [84] LaTeX Warning: Reference `eq:simToy' on page 1 undefined on input line 2792. LaTeX Warning: Reference `eq:simToy' on page 1 undefined on input line 2792. [85] LaTeX Warning: Reference `fig:venn' on page 1 undefined on input line 2807. ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.2847 user, item = d['c ustomer_id'], d['product_id'] ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.2847 user, item = d['customer_id'] , d['product_id'] ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.2847 user, item = d['customer_id'], d['p roduct_id'] ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.2847 ...item = d['customer_id'], d['product_id'] ? [86] LaTeX Warning: Reference `ex:efficientJaccard' on page 87 undefined on input li ne 2895. LaTeX Warning: Reference `sec:amazonCaseStudy' on page 1 undefined on input lin e 2896. Underfull \vbox (badness 5681) has occurred while \output is active [] [87] LaTeX Warning: Reference `fig:cosine' on page 1 undefined on input line 2905. File: fig/cosine.pdf Graphic file (type pdf) Package pdftex.def Info: fig/cosine.pdf used on input line 2908. (pdftex.def) Requested size: 108.40471pt x 108.40471pt. LaTeX Warning: Reference `eq:interactionMatrix' on page 1 undefined on input li ne 2915. Underfull \vbox (badness 7116) has occurred while \output is active [] [88 <./fig/cosine.pdf>] LaTeX Warning: Reference `eq:cosineSim' on page 1 undefined on input line 2930. LaTeX Warning: Reference `eq:jaccard' on page 1 undefined on input line 2930. LaTeX Warning: Reference `eq:cosineSim' on page 1 undefined on input line 2932. LaTeX Warning: Reference `eq:jaccard' on page 1 undefined on input line 2932. LaTeX Warning: Reference `fig:cosine2' on page 1 undefined on input line 2936. File: fig/cosine2.pdf Graphic file (type pdf) Package pdftex.def Info: fig/cosine2.pdf used on input line 2939. (pdftex.def) Requested size: 108.40471pt x 108.40471pt. [89 <./fig/cosine2.pdf>] LaTeX Warning: Reference `eq:jaccard' on page 1 undefined on input line 2961. LaTeX Warning: Reference `chap:modelbasedRecsys' on page 1 undefined on input l ine 2965. LaTeX Warning: Reference `eq:interactionMatrix' on page 1 undefined on input li ne 2973. LaTeX Warning: Reference `fig:pearson' on page 1 undefined on input line 2975. File: fig/pearson1.pdf Graphic file (type pdf) Package pdftex.def Info: fig/pearson1.pdf used on input line 2979. (pdftex.def) Requested size: 108.40471pt x 108.40471pt. File: fig/pearson2.pdf Graphic file (type pdf) Package pdftex.def Info: fig/pearson2.pdf used on input line 2980. (pdftex.def) Requested size: 108.40471pt x 108.40471pt. [90] LaTeX Warning: Reference `sec:cosine' on page 1 undefined on input line 2989. LaTeX Warning: Reference `fig:pearson' on page 1 undefined on input line 2989. LaTeX Warning: Reference `eq:cosineSim' on page 1 undefined on input line 2998. LaTeX Warning: Reference `box:sumSim' on page 1 undefined on input line 2998. LaTeX Warning: Reference `eq:interactionMatrix' on page 1 undefined on input li ne 3017. [91 <./fig/pearson1.pdf> <./fig/pearson2.pdf pdfTeX warning: pdflatex (file ./fig/pearson2.pdf): PDF inclusion: multiple pdf s with page group included in a single page >] Package natbib Warning: Citation `sarwar2001item' on page 92 undefined on input line 3034. Underfull \vbox (badness 10000) has occurred while \output is active [] [92] LaTeX Warning: Reference `sec:jaccard' on page 1 undefined on input line 3062. LaTeX Warning: Reference `eq:pearsonSim' on page 1 undefined on input line 3063 . LaTeX Warning: Reference `eq:pearsonSim' on page 1 undefined on input line 3063 . [93] LaTeX Warning: Reference `sec:amazonCaseStudy' on page 1 undefined on input lin e 3082. LaTeX Warning: Reference `chap:modelbasedRecsys' on page 1 undefined on input l ine 3088. Package natbib Warning: Citation `sarwar2001item' on page 94 undefined on input line 3092. [94] LaTeX Warning: Reference `sec:pearsonSim' on page 1 undefined on input line 311 0. LaTeX Warning: Reference `eq:simPredict3' on page 1 undefined on input line 311 0. LaTeX Warning: Reference `eq:simPredict3' on page 1 undefined on input line 311 4. ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.3124 j = d['p roduct_id'] ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.3124 j = d['product_id'] ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.3126 ratings.append(d['s tar_rating'] - itemAverages[j]) ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.3126 ratings.append(d['star_rating'] - itemAverages[j]) ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.3132 # User hasn't rated any similar items ? LaTeX Warning: Reference `sec:jaccard' on page 1 undefined on input line 3147. LaTeX Warning: Reference `sec:cosine' on page 1 undefined on input line 3148. LaTeX Warning: Reference `fig:bipartite' on page 1 undefined on input line 3151 . [95] Package natbib Warning: Citation `brin1998anatomy' on page 96 undefined on inpu t line 3205. Package natbib Warning: Citation `kleinberg1999hubs' on page 96 undefined on in put line 3205. LaTeX Warning: Reference `eq:powerIt' on page 1 undefined on input line 3211. Package natbib Warning: Citation `brin1998anatomy' on page 96 undefined on inpu t line 3212. Package natbib Warning: Citation `brin1998anatomy' on page 96 undefined on inpu t line 3214. [96] Package natbib Warning: Citation `yildirim2008random' on page 97 undefined on i nput line 3233. Package natbib Warning: Citation `li2009grocery' on page 97 undefined on input line 3239. LaTeX Warning: Reference `fig:bipartite' on page 1 undefined on input line 3241 . Package natbib Warning: Citation `li2009grocery' on page 97 undefined on input line 3251. LaTeX Warning: Reference `eq:walkSim' on page 1 undefined on input line 3251. LaTeX Warning: Reference `sec:neighborhood' on page 1 undefined on input line 3 251. Package natbib Warning: Citation `liu2008eigenrank' on page 97 undefined on inp ut line 3255. Package natbib Warning: Citation `dong2017metapath2vec' on page 97 undefined on input line 3261. Package natbib Warning: Citation `wan2018representing' on page 97 undefined on input line 3261. LaTeX Warning: Reference `subsec:shortTerm' on page 1 undefined on input line 3 262. Package natbib Warning: Citation `linden2003amazon' on page 97 undefined on inp ut line 3282. [97] LaTeX Warning: Reference `sec:cosine' on page 1 undefined on input line 3286. LaTeX Warning: Reference `sec:jaccard' on page 1 undefined on input line 3286. Package natbib Warning: Citation `linden2003amazon' on page 98 undefined on inp ut line 3288. Package natbib Warning: Citation `linden2003amazon' on page 98 undefined on inp ut line 3291. Package natbib Warning: Citation `smith2017two' on page 98 undefined on input l ine 3291. LaTeX Warning: Reference `sec:jaccard' on page 1 undefined on input line 3292. Package natbib Warning: Citation `smith2017two' on page 98 undefined on input l ine 3292. Package natbib Warning: Citation `smith2017two' on page 98 undefined on input l ine 3292. LaTeX Warning: Reference `chap:temporalSequential' on page 1 undefined on input line 3292. LaTeX Warning: Reference `proj:1111' on page 98 undefined on input line 3310. LaTeX Warning: Reference `sec:jaccard' on page 1 undefined on input line 3314. LaTeX Warning: Reference `sec:jaccard' on page 1 undefined on input line 3314. [98] LaTeX Warning: Reference `chap:modelbasedRecsys' on page 1 undefined on input l ine 3317. Overfull \hbox (6.12009pt too wide) in paragraph at lines 3317--3319 \OT1/txr/m/n/10 build a sim-ple qual-ity mea-sure for similarity-based rec-om-m enders. Specif- [] LaTeX Warning: Reference `sec:jaccard' on page 1 undefined on input line 3322. LaTeX Warning: Reference `ex:efficientJaccard' on page 99 undefined on input li ne 3322. LaTeX Warning: Reference `ex:compareJCP' on page 99 undefined on input line 333 0. LaTeX Warning: Reference `eq:simPredict3' on page 1 undefined on input line 334 0. LaTeX Warning: Reference `eq:simPredict2' on page 1 undefined on input line 334 0. LaTeX Warning: Reference `eq:simPredict' on page 1 undefined on input line 3340 . [99] LaTeX Warning: Reference `chap:modelbasedRecsys' on page 1 undefined on input l ine 3353. LaTeX Warning: Reference `proj:2' on page 100 undefined on input line 3353. LaTeX Warning: Reference `chap:modelbasedRecsys' on page 1 undefined on input l ine 3353. LaTeX Warning: Reference `ex:itemRecommend2' on page 100 undefined on input lin e 3360. LaTeX Warning: Reference `chap:modelbasedRecsys' on page 1 undefined on input l ine 3364. LaTeX Warning: Reference `sec:evaluateRec' on page 1 undefined on input line 33 73. LaTeX Warning: Reference `ex:itemRecommend2' on page 100 undefined on input lin e 3373. LaTeX Warning: Reference `ex:ratingFromSim' on page 100 undefined on input line 3374. LaTeX Warning: Reference `proj:2' on page 100 undefined on input line 3375. [100] [101] Chapter 5. LaTeX Warning: Reference `chap:recsysIntro' on page 1 undefined on input line 3 383. LaTeX Warning: Reference `box:modelBased' on page 1 undefined on input line 338 3. LaTeX Warning: Reference `subsec:simPredictRating' on page 1 undefined on input line 3383. LaTeX Warning: Reference `chap:classPipe' on page 1 undefined on input line 338 3. LaTeX Warning: Reference `chap:classPipe' on page 1 undefined on input line 338 6. Overfull \hbox (0.35013pt too wide) in paragraph at lines 3386--3388 \OT1/txr/m/n/10 which adapt the re-gres-sion and clas-si-fi-ca-tion ap-proaches from Chap-ter []2[] and [] [] LaTeX Warning: Reference `chap:classPipe' on page 1 undefined on input line 340 2. [102 ] LaTeX Warning: Reference `subsec:matrixFactor' on page 1 undefined on input lin e 3404. LaTeX Warning: Reference `chap:contentStructure' on page 1 undefined on input l ine 3411. LaTeX Warning: Reference `chap:temporalSequential' on page 1 undefined on input line 3411. LaTeX Warning: Reference `chap:text' on page 1 undefined on input line 3411. LaTeX Warning: Reference `chap:visual' on page 1 undefined on input line 3411. LaTeX Warning: Reference `fig:memoryVsModel' on page 1 undefined on input line 3418. LaTeX Warning: Reference `sec:retrieval' on page 1 undefined on input line 3433 . LaTeX Warning: Reference `subsec:textExplain' on page 1 undefined on input line 3433. LaTeX Warning: Reference `sec:setup' on page 1 undefined on input line 3440. Package natbib Warning: Citation `bennett2007netflix' on page 103 undefined on input line 3440. Underfull \vbox (badness 5161) has occurred while \output is active [] [103] Package natbib Warning: Citation `narayanan2006break' on page 104 undefined on input line 3442. LaTeX Warning: Reference `sec:setup' on page 1 undefined on input line 3463. [104] LaTeX Warning: Reference `eq:interactionMatrix2' on page 1 undefined on input l ine 3514. LaTeX Warning: Reference `eq:interactionFactors' on page 1 undefined on input l ine 3516. LaTeX Warning: Reference `fig:matfac1' on page 1 undefined on input line 3549. [105] File: fig/matfac1.pdf Graphic file (type pdf) Package pdftex.def Info: fig/matfac1.pdf used on input line 3552. (pdftex.def) Requested size: 108.40471pt x 108.40471pt. LaTeX Warning: Reference `eq:matfac2nobias' on page 1 undefined on input line 3 561. LaTeX Warning: Reference `eq:matfac2nobias' on page 1 undefined on input line 3 566. [106 <./fig/matfac1.pdf>] LaTeX Warning: Reference `sec:gradient' on page 1 undefined on input line 3585. LaTeX Warning: Reference `eq:lfModelBasic' on page 1 undefined on input line 35 89. LaTeX Warning: Reference `sec:regularization' on page 1 undefined on input line 3602. LaTeX Warning: Reference `eq:latentreg1' on page 1 undefined on input line 3607 . [107] LaTeX Warning: Reference `eq:MFscore' on page 1 undefined on input line 3640. Underfull \vbox (badness 6859) has occurred while \output is active [] [108] LaTeX Warning: Reference `eq:latentreg2' on page 1 undefined on input line 3647 . LaTeX Warning: Reference `sec:gradient' on page 1 undefined on input line 3657. LaTeX Warning: Reference `eq:MFObjective' on page 1 undefined on input line 366 0. Package natbib Warning: Citation `ge2016matrix' on page 109 undefined on input line 3660. LaTeX Warning: Reference `eq:MFgradientFirst' on page 109 undefined on input li ne 3662. LaTeX Warning: Reference `eq:MFgradientLast' on page 109 undefined on input lin e 3662. LaTeX Warning: Reference `eq:MFObjective' on page 1 undefined on input line 366 3. Package natbib Warning: Citation `bottou2010large' on page 109 undefined on inp ut line 3663. Package natbib Warning: Citation `yu2012scalable' on page 109 undefined on inpu t line 3663. [109] LaTeX Warning: Reference `sec:coldStart' on page 1 undefined on input line 3677 . LaTeX Warning: Reference `chap:temporalSequential' on page 1 undefined on input line 3677. LaTeX Warning: Reference `sec:neighborhood' on page 1 undefined on input line 3 684. LaTeX Warning: Reference `chap:classPipe' on page 1 undefined on input line 368 6. LaTeX Warning: Reference `eq:MFscore' on page 1 undefined on input line 3686. [110] Package natbib Warning: Citation `hu2008collaborative' on page 111 undefined on input line 3698. LaTeX Warning: Reference `eq:MFObjective' on page 1 undefined on input line 371 0. [111] Package natbib Warning: Citation `pan2008one' on page 112 undefined on input li ne 3722. LaTeX Warning: Reference `eq:weightedMF' on page 1 undefined on input line 3722 . LaTeX Warning: Reference `eq:MFObjective' on page 1 undefined on input line 373 1. Package natbib Warning: Citation `hu2008collaborative' on page 112 undefined on input line 3731. Package natbib Warning: Citation `pan2008one' on page 112 undefined on input li ne 3733. Package natbib Warning: Citation `rendle2012bpr' on page 112 undefined on input line 3746. LaTeX Warning: Reference `sec:errorRanking' on page 1 undefined on input line 3 746. LaTeX Warning: Reference `box:pairwise' on page 1 undefined on input line 3753. [112] LaTeX Warning: Reference `eq:bprOpt0' on page 1 undefined on input line 3769. LaTeX Warning: Reference `chap:classPipe' on page 1 undefined on input line 376 9. LaTeX Warning: Reference `subsec:matrixFactor' on page 1 undefined on input lin e 3769. LaTeX Warning: Reference `eq:bprOpt1' on page 1 undefined on input line 3769. LaTeX Warning: Reference `chap:visual' on page 1 undefined on input line 3769. LaTeX Warning: Reference `eq:MFscore' on page 1 undefined on input line 3780. Package natbib Warning: Citation `rendle2012bpr' on page 113 undefined on input line 3780. LaTeX Warning: Reference `eq:bprOpt0' on page 1 undefined on input line 3780. LaTeX Warning: Reference `sec:errorRanking' on page 1 undefined on input line 3 795. [113] LaTeX Warning: Reference `eq:bprOpt1' on page 1 undefined on input line 3804. LaTeX Warning: Reference `sec:logisticRegression' on page 1 undefined on input line 3804. LaTeX Warning: Reference `fig:sigmoid' on page 1 undefined on input line 3804. LaTeX Warning: Reference `subsec:LFMTensorflow' on page 1 undefined on input li ne 3821. [114] LaTeX Warning: Reference `chap:temporalSequential' on page 1 undefined on input line 3832. LaTeX Warning: Reference `tab:userFree1' on page 1 undefined on input line 3834 . Package natbib Warning: Citation `ning2011slim' on page 115 undefined on input line 3838. Package natbib Warning: Citation `kabbur2013fism' on page 115 undefined on inpu t line 3838. Package natbib Warning: Citation `barkan2016item2vec' on page 115 undefined on input line 3838. LaTeX Warning: Reference `subsec:slim' on page 1 undefined on input line 3851. LaTeX Warning: Reference `subsec:fism' on page 1 undefined on input line 3851. LaTeX Warning: Reference `chap:text' on page 1 undefined on input line 3851. LaTeX Warning: Reference `eq:interactionMatrix' on page 1 undefined on input li ne 3865. Package natbib Warning: Citation `ning2011slim' on page 115 undefined on input line 3868. LaTeX Warning: Reference `eq:slimEq0' on page 1 undefined on input line 3868. [115] LaTeX Warning: Reference `eq:slimEq' on page 1 undefined on input line 3876. LaTeX Warning: Reference `subsec:simPredictRating' on page 1 undefined on input line 3877. LaTeX Warning: Reference `subsec:simPredictRating' on page 1 undefined on input line 3877. LaTeX Warning: Reference `eq:slimEq' on page 1 undefined on input line 3892. LaTeX Warning: Reference `eq:slimEq2' on page 1 undefined on input line 3892. LaTeX Warning: Reference `sec:regularization' on page 1 undefined on input line 3893. [116] Package natbib Warning: Citation `ning2011slim' on page 117 undefined on input line 3895. Package natbib Warning: Citation `kabbur2013fism' on page 117 undefined on inpu t line 3901. LaTeX Warning: Reference `eq:MFscore' on page 1 undefined on input line 3903. LaTeX Warning: Reference `eq:MFscore' on page 1 undefined on input line 3903. Package natbib Warning: Citation `kabbur2013fism' on page 117 undefined on inpu t line 3912. LaTeX Warning: Reference `eq:fismEq' on page 1 undefined on input line 3912. LaTeX Warning: Reference `subsec:fitLFM' on page 1 undefined on input line 3912 . LaTeX Warning: Reference `subsec:BPR' on page 1 undefined on input line 3912. Package natbib Warning: Citation `kabbur2013fism' on page 117 undefined on inpu t line 3914. LaTeX Warning: Reference `eq:MFscore' on page 1 undefined on input line 3914. Package natbib Warning: Citation `kabbur2013fism' on page 117 undefined on inpu t line 3914. Package natbib Warning: Citation `barkan2016item2vec' on page 117 undefined on input line 3921. LaTeX Warning: Reference `chap:text' on page 1 undefined on input line 3921. [117] LaTeX Warning: Reference `sec:word2vec' on page 1 undefined on input line 3923. LaTeX Warning: Reference `chap:temporalSequential' on page 1 undefined on input line 3928. LaTeX Warning: Reference `subsec:matrixFactor' on page 1 undefined on input lin e 3936. LaTeX Warning: Reference `sec:whyMSE' on page 1 undefined on input line 3936. LaTeX Warning: Reference `sec:whyMSE' on page 1 undefined on input line 3943. Package natbib Warning: Citation `bellogin2011precision' on page 118 undefined on input line 3944. [118] Package natbib Warning: Citation `koren2009collaborative' on page 119 undefined on input line 3947. LaTeX Warning: Reference `sec:caseStudyNetflixTemporal' on page 1 undefined on input line 3947. LaTeX Warning: Reference `subsec:errorsArent' on page 1 undefined on input line 3949. LaTeX Warning: Reference `subsec:BPR' on page 1 undefined on input line 3956. LaTeX Warning: Reference `eq:BPRobjective' on page 1 undefined on input line 39 58. LaTeX Warning: Reference `sec:errorRanking' on page 1 undefined on input line 3 958. LaTeX Warning: Reference `sec:evaluatingClassifiers' on page 1 undefined on inp ut line 3964. [119] LaTeX Warning: Reference `eq:precRecDefn1' on page 1 undefined on input line 39 77. [120] LaTeX Warning: Reference `eq:DCG' on page 1 undefined on input line 4023. Package natbib Warning: Citation `wang2013theoretical' on page 121 undefined on input line 4024. LaTeX Warning: Reference `chap:consequence' on page 1 undefined on input line 4 029. [121] LaTeX Warning: Reference `eq:MFscore' on page 1 undefined on input line 4040. LaTeX Warning: Reference `chap:temporalSequential' on page 1 undefined on input line 4041. LaTeX Warning: Reference `chap:text' on page 1 undefined on input line 4042. LaTeX Warning: Reference `chap:visual' on page 1 undefined on input line 4042. LaTeX Warning: Reference `subsec:matrixFactor' on page 1 undefined on input lin e 4049. LaTeX Warning: Reference `fig:InnerNNSim' on page 1 undefined on input line 406 2. LaTeX Warning: Reference `eq:innerSim1' on page 1 undefined on input line 4062. [122] File: fig/IPSim.pdf Graphic file (type pdf) Package pdftex.def Info: fig/IPSim.pdf used on input line 4066. (pdftex.def) Requested size: 135.5059pt x 135.5059pt. File: fig/NNSim.pdf Graphic file (type pdf) Package pdftex.def Info: fig/NNSim.pdf used on input line 4067. (pdftex.def) Requested size: 135.5059pt x 135.5059pt. Package natbib Warning: Citation `zhang2019deep' on page 123 undefined on input line 4084. LaTeX Warning: Reference `sec:PRME' on page 1 undefined on input line 4086. Package natbib Warning: Citation `zhang2019deep' on page 123 undefined on input line 4090. LaTeX Warning: Reference `sec:howEffective' on page 1 undefined on input line 4 099. Underfull \vbox (badness 2828) has occurred while \output is active [] [123 <./fig/IPSim.pdf> <./fig/NNSim.pdf pdfTeX warning: pdflatex (file ./fig/NNSim.pdf): PDF inclusion: multiple pdfs w ith page group included in a single page >] LaTeX Warning: Reference `fig:multilayer-perceptron' on page 1 undefined on inp ut line 4124. LaTeX Warning: Reference `chap:classPipe' on page 1 undefined on input line 421 1. LaTeX Warning: Reference `chap:classPipe' on page 1 undefined on input line 421 1. LaTeX Warning: Reference `chap:classPipe' on page 1 undefined on input line 421 5. Package natbib Warning: Citation `he2017neural' on page 124 undefined on input line 4221. LaTeX Warning: Reference `eq:MFscore' on page 1 undefined on input line 4221. LaTeX Warning: Reference `sec:whyInner' on page 1 undefined on input line 4221. Package natbib Warning: Citation `he2017neural' on page 124 undefined on input line 4222. LaTeX Warning: Reference `sec:howEffective' on page 1 undefined on input line 4 222. [124] LaTeX Warning: Reference `fig:autoencoder' on page 1 undefined on input line 42 31. [125] Package natbib Warning: Citation `zhang2019deep' on page 126 undefined on input line 4291. Package natbib Warning: Citation `zhang2020survey' on page 126 undefined on inp ut line 4291. LaTeX Warning: Reference `chap:temporalSequential' on page 1 undefined on input line 4291. Package natbib Warning: Citation `sachdeva2019sequential' on page 126 undefined on input line 4291. Package natbib Warning: Citation `sedhain2015autorec' on page 126 undefined on input line 4298. Package natbib Warning: Citation `sedhain2015autorec' on page 126 undefined on input line 4301. [126] LaTeX Warning: Reference `sec:userFree1' on page 1 undefined on input line 4304 . LaTeX Warning: Reference `sec:rnnRec' on page 1 undefined on input line 4306. Package natbib Warning: Citation `zhang2019deep' on page 127 undefined on input line 4312. LaTeX Warning: Reference `chap:temporalSequential' on page 1 undefined on input line 4312. LaTeX Warning: Reference `sec:rnnRec' on page 1 undefined on input line 4312. LaTeX Warning: Reference `chap:visual' on page 1 undefined on input line 4312. Package natbib Warning: Citation `zhang2019deep' on page 127 undefined on input line 4314. LaTeX Warning: Reference `subsec:fitLFM' on page 1 undefined on input line 4315 . LaTeX Warning: Reference `sec:coldStart' on page 1 undefined on input line 4315 . LaTeX Warning: Reference `chap:text' on page 1 undefined on input line 4315. LaTeX Warning: Reference `chap:visual' on page 1 undefined on input line 4315. Overfull \hbox (5.5501pt too wide) in paragraph at lines 4314--4316 \OT1/txr/m/n/10 com-plex, in-ter-act-ing parts. They also high-light the po-ten -tial lack of in-ter-pretabil- [] LaTeX Warning: Reference `chap:contentStructure' on page 1 undefined on input l ine 4319. LaTeX Warning: Reference `tab:dlRecExamps' on page 1 undefined on input line 43 19. Package natbib Warning: Citation `dacrema2019we' on page 127 undefined on input line 4328. Package natbib Warning: Citation `dacrema2019we' on page 127 undefined on input line 4329. Underfull \vbox (badness 10000) has occurred while \output is active [] [127] Package natbib Warning: Citation `rendle2020neural' on page 128 undefined on in put line 4332. Package natbib Warning: Citation `dacrema2019we' on page 128 undefined on input line 4333. Overfull \hbox (1.55011pt too wide) in paragraph at lines 4332--4334 \OT1/txr/m/n/10 mul-ti-layer per-cep-trons can learn com-plex, non-linear re-la -tion-ships, that in prac- [] Package natbib Warning: Citation `dacrema2019we' on page 128 undefined on input line 4335. Package natbib Warning: Citation `rendle2020neural' on page 128 undefined on in put line 4335. Package natbib Warning: Citation `rendle2020neural' on page 128 undefined on in put line 4337. Overfull \hbox (2.9901pt too wide) in paragraph at lines 4335--4339 []\OT1/txr/m/n/10 Finally, both \OT1/txr/bx/n/10 ? \OT1/txr/m/n/10 and \OT1/txr /bx/n/10 ? \OT1/txr/m/n/10 dis-cuss is-sues of com-pu-ta-tional com-plex-ity, a nd whether [] LaTeX Warning: Reference `eq:fui' on page 1 undefined on input line 4349. Underfull \vbox (badness 10000) has occurred while \output is active [] [128] LaTeX Warning: Reference `eq:recsysRetrieve' on page 1 undefined on input line 4355. LaTeX Warning: Reference `eq:recsysRetrieve' on page 1 undefined on input line 4355. Package natbib Warning: Citation `bentley1975multidimensional' on page 129 unde fined on input line 4363. Package natbib Warning: Citation `bachrach2014speeding' on page 129 undefined o n input line 4367. LaTeX Warning: Reference `subsec:matrixFactor' on page 1 undefined on input lin e 4374. LaTeX Warning: Reference `sec:cosine' on page 1 undefined on input line 4374. [129] Package natbib Warning: Citation `indyk1998approximate' on page 130 undefined o n input line 4381. Package natbib Warning: Citation `broder1997resemblance' on page 130 undefined on input line 4382. Package natbib Warning: Citation `charikar2002similarity' on page 130 undefined on input line 4383. Package natbib Warning: Citation `bachrach2014speeding' on page 130 undefined o n input line 4384. Package natbib Warning: Citation `koenigstein2012efficient' on page 130 undefin ed on input line 4384. LaTeX Warning: Reference `eq:matfac2nobias' on page 1 undefined on input line 4 398. LaTeX Warning: Reference `eq:fitWithLambda' on page 1 undefined on input line 4 398. LaTeX Warning: Reference `sec:coldStart' on page 1 undefined on input line 4401 . LaTeX Warning: Reference `sec:userFree1' on page 1 undefined on input line 4402 . [130] Package natbib Warning: Citation `rendle2008online' on page 131 undefined on in put line 4406. LaTeX Warning: Reference `eq:MFgradientFirst' on page 131 undefined on input li ne 4410. LaTeX Warning: Reference `eq:MFgradientLast' on page 131 undefined on input lin e 4410. LaTeX Warning: Reference `subsec:LFMTensorflow' on page 1 undefined on input li ne 4410. LaTeX Warning: Reference `subsec:matrixFactor' on page 1 undefined on input lin e 4414. LaTeX Warning: Reference `subsec:BPR' on page 1 undefined on input line 4414. Package natbib Warning: Citation `Hug2020' on page 131 undefined on input line 4419. LaTeX Warning: Reference `eq:MFscore' on page 1 undefined on input line 4423. Package natbib Warning: Citation `koren2009matrix' on page 131 undefined on inp ut line 4423. [131] ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.4445 reader = Reader(line_format='u ser item rating', sep='\t') ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.4445 ...= Reader(line_format='user item rating', sep='\t') ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.4445 ...r(line_format='user item rating', sep='\ t') ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.4445 ...ine_format='user item rating', sep='\t') ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.4446 data = Dataset.load_from_file('g oodreads_fantasy.tsv', reader=reader) ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.4446 ....load_from_file('goodreads_fantasy.tsv', reader=reader) ? LaTeX Warning: Reference `subsec:BPR' on page 1 undefined on input line 4482. ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.4493 itemsToUsers[itemIDs[d['b ook_id']],userIDs[d['user_id']]] = 1 # O... ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.4493 itemsToUsers[itemIDs[d['book_id'] ],userIDs[d['user_id']]] = 1 # O... ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.4493 ...Users[itemIDs[d['book_id']],userIDs[d['u ser_id']]] = 1 # Only stor... ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.4493 ...emIDs[d['book_id']],userIDs[d['user_id'] ]] = 1 # Only storing posi... ? [132] LaTeX Warning: Reference `subsec:regressionTensorflow' on page 1 undefined on i nput line 4527. LaTeX Warning: Reference `subsec:fitLFM' on page 1 undefined on input line 4529 . LaTeX Warning: Reference `eq:MFscore' on page 1 undefined on input line 4550. LaTeX Warning: Reference `eq:latentreg1' on page 1 undefined on input line 4562 . [133] LaTeX Warning: Reference `subsec:BPR' on page 1 undefined on input line 4591. LaTeX Warning: Reference `eq:MFObjective' on page 1 undefined on input line 463 4. LaTeX Warning: Reference `eq:BPRobjective' on page 1 undefined on input line 46 35. [134] [135] LaTeX Warning: Reference `chap:consequence' on page 1 undefined on input line 4 692. LaTeX Warning: Reference `chap:recsysIntro' on page 1 undefined on input line 4 699. LaTeX Warning: Reference `chap:modelbasedRecsys' on page 1 undefined on input l ine 4700. LaTeX Warning: Reference `subsec:BPR' on page 1 undefined on input line 4700. LaTeX Warning: Reference `sec:deepRec' on page 1 undefined on input line 4700. Package natbib Warning: Citation `burke2002hybrid' on page 136 undefined on inp ut line 4704. Package natbib Warning: Citation `jennings1993user' on page 136 undefined on in put line 4706. Package natbib Warning: Citation `bennett2007netflix' on page 136 undefined on input line 4711. Package natbib Warning: Citation `harper2015movielens' on page 136 undefined on input line 4714. LaTeX Warning: Reference `chap:contentStructure' on page 1 undefined on input l ine 4719. LaTeX Warning: Reference `chap:temporalSequential' on page 1 undefined on input line 4719. LaTeX Warning: Reference `chap:text' on page 1 undefined on input line 4719. LaTeX Warning: Reference `chap:visual' on page 1 undefined on input line 4719. [136] LaTeX Warning: Reference `sec:deepRec' on page 1 undefined on input line 4721. Package natbib Warning: Citation `kang2018self' on page 137 undefined on input line 4722. Package natbib Warning: Citation `sun2019bert4rec' on page 137 undefined on inp ut line 4722. LaTeX Warning: Reference `chap:text' on page 1 undefined on input line 4722. LaTeX Warning: Reference `chap:temporalSequential' on page 1 undefined on input line 4722. Overfull \hbox (2.4301pt too wide) in paragraph at lines 4721--4723 \OT1/txr/m/n/10 this re-la-tion-ship in [][] when de-vel-op-ing general-purpose mod-els of se-quences [] LaTeX Warning: Reference `chap:contentStructure' on page 1 undefined on input l ine 4725. LaTeX Warning: Reference `chap:visual' on page 1 undefined on input line 4725. LaTeX Warning: Reference `chap:text' on page 1 undefined on input line 4725. Package natbib Warning: Citation `konstan1998recommender' on page 137 undefined on input line 4730. LaTeX Warning: Reference `sec:neighborhood' on page 1 undefined on input line 4 732. Package natbib Warning: Citation `burke2002hybrid' on page 137 undefined on inp ut line 4733. Package natbib Warning: Citation `bobadilla2013recommender' on page 137 undefin ed on input line 4735. Package natbib Warning: Citation `zhang2019deep' on page 137 undefined on input line 4737. Overfull \hbox (1.47011pt too wide) in paragraph at lines 4729--4738 \OT1/txr/m/n/10 cen-ter-ing around memory-based meth-ods (as in []), but also d is-cussing broader [] [137] LaTeX Warning: Reference `eq:MFscore' on page 1 undefined on input line 4757. LaTeX Warning: Reference `subsec:fitLFM' on page 1 undefined on input line 4757 . LaTeX Warning: Reference `subsec:LFMTensorflow' on page 1 undefined on input li ne 4758. LaTeX Warning: Reference `eq:MFObjective' on page 1 undefined on input line 476 4. LaTeX Warning: Reference `ex:RS1' on page 138 undefined on input line 4764. LaTeX Warning: Reference `ex:RSLFM' on page 138 undefined on input line 4768. [138] LaTeX Warning: Reference `subsec:BPRTensorflow' on page 1 undefined on input li ne 4774. LaTeX Warning: Reference `chap:recsysIntro' on page 1 undefined on input line 4 774. LaTeX Warning: Reference `sec:evaluateRec' on page 1 undefined on input line 47 74. LaTeX Warning: Reference `proj:1111' on page 139 undefined on input line 4784. LaTeX Warning: Reference `proj:1111' on page 139 undefined on input line 4789. LaTeX Warning: Reference `eq:simPredict' on page 139 undefined on input line 47 89. LaTeX Warning: Reference `eq:simPredict3' on page 139 undefined on input line 4 789. LaTeX Warning: Reference `subsec:matrixFactor' on page 1 undefined on input lin e 4789. LaTeX Warning: Reference `subsec:BPR' on page 1 undefined on input line 4796. LaTeX Warning: Reference `eq:bprOpt1' on page 1 undefined on input line 4796. LaTeX Warning: Reference `proj:1111' on page 139 undefined on input line 4796. LaTeX Warning: Reference `sec:retrieval' on page 1 undefined on input line 4800 . [139] Chapter 6. LaTeX Warning: Reference `chap:modelbasedRecsys' on page 1 undefined on input l ine 4811. LaTeX Warning: Reference `chap:recsysIntro' on page 1 undefined on input line 4 811. LaTeX Warning: Reference `sec:priceRecSys' on page 1 undefined on input line 48 19. LaTeX Warning: Reference `chap:temporalSequential' on page 1 undefined on input line 4820. [140 ] LaTeX Warning: Reference `chap:modelbasedRecsys' on page 1 undefined on input l ine 4821. LaTeX Warning: Reference `chap:recsysIntro' on page 1 undefined on input line 4 821. LaTeX Warning: Reference `sec:factorization' on page 1 undefined on input line 4824. LaTeX Warning: Reference `chap:temporalSequential' on page 141 undefined on inp ut line 4824. LaTeX Warning: Reference `chap:visual' on page 141 undefined on input line 4824 . LaTeX Warning: Reference `sec:coldStart' on page 1 undefined on input line 4825 . LaTeX Warning: Reference `chap:modelbasedRecsys' on page 1 undefined on input l ine 4831. LaTeX Warning: Reference `subsec:onlineDating' on page 1 undefined on input lin e 4831. LaTeX Warning: Reference `subsec:bartering' on page 1 undefined on input line 4 831. LaTeX Warning: Reference `sec:groupSocialRec' on page 1 undefined on input line 4831. Package natbib Warning: Citation `rendle2010factorization' on page 141 undefine d on input line 4838. LaTeX Warning: Reference `subsec:matrixFactor' on page 1 undefined on input lin e 4841. [141] LaTeX Warning: Reference `eq:FMinteractionMatrix' on page 1 undefined on input line 4867. LaTeX Warning: Reference `eq:FMequation' on page 1 undefined on input line 4867 . LaTeX Warning: Reference `eq:MFscore' on page 1 undefined on input line 4869. LaTeX Warning: Reference `eq:FMinteractionMatrix' on page 1 undefined on input line 4871. LaTeX Warning: Reference `chap:temporalSequential' on page 1 undefined on input line 4872. LaTeX Warning: Reference `sec:markovCaseStudies' on page 1 undefined on input l ine 4872. Package natbib Warning: Citation `rendle2010factorization' on page 142 undefine d on input line 4872. Package natbib Warning: Citation `rendle2010factorization' on page 142 undefine d on input line 4874. LaTeX Warning: Reference `eq:FMequation' on page 1 undefined on input line 4874 . LaTeX Warning: Reference `chap:modelbasedRecsys' on page 1 undefined on input l ine 4886. LaTeX Warning: Reference `sec:deepRec' on page 1 undefined on input line 4886. Package natbib Warning: Citation `he2017neuralB' on page 142 undefined on input line 4887. LaTeX Warning: Reference `chap:modelbasedRecsys' on page 1 undefined on input l ine 4890. LaTeX Warning: Reference `subsec:MLPRec' on page 1 undefined on input line 4890 . Package natbib Warning: Citation `he2017neural' on page 142 undefined on input line 4890. Package natbib Warning: Citation `he2017neuralB' on page 142 undefined on input line 4891. [142] Package natbib Warning: Citation `cheng2016wide' on page 143 undefined on input line 4896. LaTeX Warning: Reference `chap:modelbasedRecsys' on page 1 undefined on input l ine 4899. Package natbib Warning: Citation `cheng2016wide' on page 143 undefined on input line 4899. Package natbib Warning: Citation `guo2017deepfm' on page 143 undefined on input line 4903. Package natbib Warning: Citation `cheng2016wide' on page 143 undefined on input line 4904. LaTeX Warning: Reference `sec:factorization' on page 1 undefined on input line 4905. LaTeX Warning: Reference `tab:dlRecExamps' on page 1 undefined on input line 49 16. LaTeX Warning: Reference `chap:modelbasedRecsys' on page 1 undefined on input l ine 4916. Package natbib Warning: Citation `zhang2019deep' on page 143 undefined on input line 4916. Package natbib Warning: Citation `he2017neural' on page 143 undefined on input line 4920. Package natbib Warning: Citation `he2017neuralB' on page 143 undefined on input line 4920. Package natbib Warning: Citation `cheng2016wide' on page 143 undefined on input line 4920. Package natbib Warning: Citation `guo2017deepfm' on page 143 undefined on input line 4920. Package natbib Warning: Citation `cheng2016wide' on page 143 undefined on input line 4920. Package natbib Warning: Citation `sedhain2015autorec' on page 143 undefined on input line 4920. Package natbib Warning: Citation `he2017neural' on page 143 undefined on input line 4920. Package natbib Warning: Citation `he2017neuralB' on page 143 undefined on input line 4920. Package natbib Warning: Citation `cheng2016wide' on page 143 undefined on input line 4920. Package natbib Warning: Citation `guo2017deepfm' on page 143 undefined on input line 4920. Package natbib Warning: Citation `cheng2016wide' on page 143 undefined on input line 4920. Package natbib Warning: Citation `sedhain2015autorec' on page 143 undefined on input line 4920. LaTeX Warning: Reference `chap:modelbasedRecsys' on page 1 undefined on input l ine 4937. LaTeX Warning: Reference `chap:modelbasedRecsys' on page 1 undefined on input l ine 4937. LaTeX Warning: Reference `chap:temporalSequential' on page 1 undefined on input line 4946. Package natbib Warning: Citation `bayer2016fastfm' on page 143 undefined on inp ut line 4947. LaTeX Warning: Reference `proj:2' on page 143 undefined on input line 4947. [143] LaTeX Warning: Reference `eq:FMinteractionMatrix' on page 1 undefined on input line 4950. ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.4957 u, i = d['u ser_id'], d['book_id'] ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.4957 u, i = d['user_id'] , d['book_id'] ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.4957 u, i = d['user_id'], d['b ook_id'] ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.4957 u, i = d['user_id'], d['book_id'] ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.4973 user = userIDs[data[i]['u ser_id']] ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.4973 user = userIDs[data[i]['user_id'] ] ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.4974 item = itemIDs[data[i]['b ook_id']] ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.4974 item = itemIDs[data[i]['book_id'] ] ? LaTeX Warning: Reference `eq:FMinteractionMatrix' on page 1 undefined on input line 4975. ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.4978 y = scipy.array([d['r ating'] for d in data]) ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.4978 y = scipy.array([d['rating'] for d in data]) ? Underfull \vbox (badness 10000) has occurred while \output is active [] [144] LaTeX Warning: Reference `eq:latentreg3' on page 1 undefined on input line 4997 . LaTeX Warning: Reference `sec:neighborhood' on page 1 undefined on input line 5 003. LaTeX Warning: Reference `subsec:matrixFactor' on page 1 undefined on input lin e 5003. LaTeX Warning: Reference `sec:coldStartSide' on page 1 undefined on input line 5008. LaTeX Warning: Reference `subsec:socialBPR' on page 1 undefined on input line 5 009. LaTeX Warning: Reference `subsec:VBPR' on page 1 undefined on input line 5010. LaTeX Warning: Reference `subsec:coldStartSurvey' on page 1 undefined on input line 5014. [145] Package natbib Warning: Citation `park2009pairwise' on page 146 undefined on in put line 5021. LaTeX Warning: Reference `sec:setup' on page 1 undefined on input line 5023. Package natbib Warning: Citation `park2009pairwise' on page 146 undefined on in put line 5025. LaTeX Warning: Reference `sec:onlineUpdates' on page 1 undefined on input line 5025. LaTeX Warning: Reference `eq:whyRecDifferent' on page 1 undefined on input line 5030. LaTeX Warning: Reference `eq:MFscore' on page 1 undefined on input line 5033. Package natbib Warning: Citation `park2009pairwise' on page 146 undefined on in put line 5035. LaTeX Warning: Reference `eq:BPRobjective' on page 1 undefined on input line 50 35. [146] Package natbib Warning: Citation `rashid2002getting' on page 147 undefined on i nput line 5047. Package natbib Warning: Citation `zhou2011functional' on page 147 undefined on input line 5053. Package natbib Warning: Citation `rashid2002getting' on page 147 undefined on i nput line 5055. Package natbib Warning: Citation `zhou2011functional' on page 147 undefined on input line 5055. Underfull \vbox (badness 10000) has occurred while \output is active [] [147] Package natbib Warning: Citation `abdollahpouri2017recommender' on page 148 und efined on input line 5065. LaTeX Warning: Reference `subsec:groupRec' on page 1 undefined on input line 50 65. LaTeX Warning: Reference `sec:advertising' on page 1 undefined on input line 50 65. LaTeX Warning: Reference `chap:consequence' on page 1 undefined on input line 5 065. Package natbib Warning: Citation `steck2018calibrated' on page 148 undefined on input line 5065. Package natbib Warning: Citation `ekstrand2018exploring' on page 148 undefined on input line 5065. Package natbib Warning: Citation `pizzato2010recon' on page 148 undefined on in put line 5073. Package natbib Warning: Citation `pizzato2010recon' on page 148 undefined on in put line 5076. Overfull \hbox (2.6801pt too wide) in paragraph at lines 5076--5078 []\OT1/txr/bx/n/10 ? \OT1/txr/m/n/10 con-sider the spe-cific ob-jec-tive of \OT 1/txr/m/it/10 re-cip-ro-cal com-mu-ni-ca-tion\OT1/txr/m/n/10 , which is partly [] [148] Package natbib Warning: Citation `pizzato2010recon' on page 149 undefined on in put line 5079. Package natbib Warning: Citation `pizzato2010recon' on page 149 undefined on in put line 5086. LaTeX Warning: Reference `sec:matching' on page 1 undefined on input line 5086. Package natbib Warning: Citation `rappaz2017bartering' on page 149 undefined on input line 5091. [149] LaTeX Warning: Reference `eq:MFscore' on page 1 undefined on input line 5103. Package natbib Warning: Citation `rappaz2017bartering' on page 150 undefined on input line 5106. LaTeX Warning: Reference `fig:reciprocalInterest' on page 1 undefined on input line 5106. LaTeX Warning: Reference `subsec:onlineDating' on page 1 undefined on input lin e 5111. LaTeX Warning: Reference `chap:temporalSequential' on page 1 undefined on input line 5111. Package natbib Warning: Citation `rappaz2017bartering' on page 150 undefined on input line 5150. LaTeX Warning: Reference `eq:barteringCompat2' on page 1 undefined on input lin e 5150. LaTeX Warning: Reference `eq:barteringCompat' on page 1 undefined on input line 5150. Package natbib Warning: Citation `rappaz2017bartering' on page 150 undefined on input line 5150. LaTeX Warning: Reference `eq:barteringCompat2' on page 1 undefined on input lin e 5150. LaTeX Warning: Reference `eq:barteringCompat' on page 1 undefined on input line 5150. LaTeX Warning: Reference `subsec:BPR' on page 1 undefined on input line 5155. LaTeX Warning: Reference `subsec:soRec' on page 1 undefined on input line 5166. LaTeX Warning: Reference `subsec:groupRec' on page 1 undefined on input line 51 68. [150] LaTeX Warning: Reference `tab:socialRec' on page 1 undefined on input line 5172 . Package natbib Warning: Citation `ma2008sorec' on page 151 undefined on input l ine 5177. Package natbib Warning: Citation `zhao2014leveraging' on page 151 undefined on input line 5177. Package natbib Warning: Citation `o2001polylens' on page 151 undefined on input line 5177. Package natbib Warning: Citation `amer2009group' on page 151 undefined on input line 5177. Package natbib Warning: Citation `pan2013gbpr' on page 151 undefined on input l ine 5177. Package natbib Warning: Citation `ma2008sorec' on page 151 undefined on input l ine 5177. Package natbib Warning: Citation `zhao2014leveraging' on page 151 undefined on input line 5177. Package natbib Warning: Citation `o2001polylens' on page 151 undefined on input line 5177. Package natbib Warning: Citation `amer2009group' on page 151 undefined on input line 5177. Package natbib Warning: Citation `pan2013gbpr' on page 151 undefined on input l ine 5177. LaTeX Warning: Reference `subsec:soRec' on page 1 undefined on input line 5196. LaTeX Warning: Reference `subsec:socialBPR' on page 1 undefined on input line 5 196. LaTeX Warning: Reference `subsec:groupRec' on page 1 undefined on input line 51 96. LaTeX Warning: Reference `subsec:groupRec' on page 1 undefined on input line 51 96. LaTeX Warning: Reference `subsec:groupBPR' on page 1 undefined on input line 51 96. LaTeX Warning: Reference `eq:latentreg2' on page 1 undefined on input line 5206 . [151] Package natbib Warning: Citation `ma2008sorec' on page 152 undefined on input l ine 5209. LaTeX Warning: Reference `eq:interactionMatrix' on page 1 undefined on input li ne 5209. Package natbib Warning: Citation `ma2008sorec' on page 152 undefined on input l ine 5221. LaTeX Warning: Reference `fig:sorecIdea' on page 1 undefined on input line 5238 . [152] Package natbib Warning: Citation `ma2008sorec' on page 153 undefined on input l ine 5272. LaTeX Warning: Reference `sec:coldStart' on page 1 undefined on input line 5276 . LaTeX Warning: Reference `subsec:BPR' on page 1 undefined on input line 5285. [153] Package natbib Warning: Citation `zhao2014leveraging' on page 154 undefined on input line 5291. LaTeX Warning: Reference `eq:BPRobjective' on page 1 undefined on input line 52 95. Package natbib Warning: Citation `zhao2014leveraging' on page 154 undefined on input line 5295. Package natbib Warning: Citation `zhao2014leveraging' on page 154 undefined on input line 5297. LaTeX Warning: Reference `eq:sbpr1' on page 1 undefined on input line 5302. LaTeX Warning: Reference `eq:BPRobjective' on page 1 undefined on input line 53 09. LaTeX Warning: Reference `eq:sbpr1' on page 1 undefined on input line 5309. [154] Package natbib Warning: Citation `zhao2014leveraging' on page 155 undefined on input line 5315. LaTeX Warning: Reference `eq:sbpr2' on page 1 undefined on input line 5317. LaTeX Warning: Reference `eq:sbpr1' on page 1 undefined on input line 5317. Package natbib Warning: Citation `o2001polylens' on page 155 undefined on input line 5333. Package natbib Warning: Citation `amer2009group' on page 155 undefined on input line 5335. Package natbib Warning: Citation `amer2009group' on page 155 undefined on input line 5347. [155] Package natbib Warning: Citation `amer2009group' on page 156 undefined on input line 5358. LaTeX Warning: Reference `eq:groupRel1' on page 1 undefined on input line 5358. LaTeX Warning: Reference `eq:groupRel2' on page 156 undefined on input line 535 8. LaTeX Warning: Reference `eq:groupDis1' on page 1 undefined on input line 5360. LaTeX Warning: Reference `eq:groupDis2' on page 156 undefined on input line 536 0. Package natbib Warning: Citation `amer2009group' on page 156 undefined on input line 5366. Package natbib Warning: Citation `zhao2014leveraging' on page 156 undefined on input line 5373. Package natbib Warning: Citation `pan2013gbpr' on page 156 undefined on input l ine 5374. LaTeX Warning: Reference `eq:bprOpt0' on page 1 undefined on input line 5378. Package natbib Warning: Citation `pan2013gbpr' on page 156 undefined on input l ine 5379. LaTeX Warning: Reference `subsec:socialBPR' on page 1 undefined on input line 5 380. [156] LaTeX Warning: Reference `eq:bprOpt0' on page 1 undefined on input line 5387. Package natbib Warning: Citation `pan2013gbpr' on page 157 undefined on input l ine 5394. Package natbib Warning: Citation `pan2013gbpr' on page 157 undefined on input l ine 5397. LaTeX Warning: Reference `eq:gbprSample' on page 1 undefined on input line 5397 . Package natbib Warning: Citation `umberto2015developing' on page 157 undefined on input line 5411. LaTeX Warning: Reference `sec:factorization' on page 1 undefined on input line 5412. LaTeX Warning: Reference `box:whenUseful' on page 1 undefined on input line 541 2. [157] LaTeX Warning: Reference `chap:temporalSequential' on page 1 undefined on input line 5431. LaTeX Warning: Reference `chap:text' on page 1 undefined on input line 5431. LaTeX Warning: Reference `tab:price' on page 1 undefined on input line 5439. Package natbib Warning: Citation `ge2011cost' on page 158 undefined on input li ne 5445. Package natbib Warning: Citation `guo2017understanding' on page 158 undefined o n input line 5445. Package natbib Warning: Citation `hu2018learning' on page 158 undefined on inpu t line 5445. Package natbib Warning: Citation `wan2017modeling' on page 158 undefined on inp ut line 5445. Package natbib Warning: Citation `ge2011cost' on page 158 undefined on input li ne 5445. Package natbib Warning: Citation `guo2017understanding' on page 158 undefined o n input line 5445. Package natbib Warning: Citation `hu2018learning' on page 158 undefined on inpu t line 5445. Package natbib Warning: Citation `wan2017modeling' on page 158 undefined on inp ut line 5445. LaTeX Warning: Reference `subsec:disentanglePrice' on page 1 undefined on input line 5460. LaTeX Warning: Reference `subsec:disentanglePrice' on page 1 undefined on input line 5460. LaTeX Warning: Reference `subsec:willing2pay' on page 1 undefined on input line 5460. LaTeX Warning: Reference `subsec:sensElas' on page 1 undefined on input line 54 60. Package natbib Warning: Citation `ge2011cost' on page 158 undefined on input li ne 5469. [158] Package natbib Warning: Citation `ge2011cost' on page 159 undefined on input li ne 5473. LaTeX Warning: Reference `eq:MFscore' on page 1 undefined on input line 5477. Package natbib Warning: Citation `ge2014cost' on page 159 undefined on input li ne 5482. Package natbib Warning: Citation `guo2017understanding' on page 159 undefined o n input line 5488. Package natbib Warning: Citation `gopalan2013scalable' on page 159 undefined on input line 5488. Package natbib Warning: Citation `ge2011cost' on page 159 undefined on input li ne 5488. LaTeX Warning: Reference `fig:sorecIdea' on page 1 undefined on input line 5488 . Package natbib Warning: Citation `hu2018learning' on page 159 undefined on inpu t line 5493. [159] Package natbib Warning: Citation `ge2011cost' on page 160 undefined on input li ne 5495. Package natbib Warning: Citation `hu2018learning' on page 160 undefined on inpu t line 5495. LaTeX Warning: Reference `eq:price1' on page 1 undefined on input line 5506. Package natbib Warning: Citation `hu2018learning' on page 160 undefined on inpu t line 5508. Package natbib Warning: Citation `hu2018learning' on page 160 undefined on inpu t line 5517. Package natbib Warning: Citation `case2007principles' on page 160 undefined on input line 5525. Package natbib Warning: Citation `zhang2004customizing' on page 160 undefined o n input line 5525. Package natbib Warning: Citation `zhang2009effectiveness' on page 160 undefined on input line 5525. [160] Package natbib Warning: Citation `wan2017modeling' on page 161 undefined on inp ut line 5531. Overfull \hbox (0.86012pt too wide) in paragraph at lines 5531--5532 \OT1/txr/m/n/10 datasets con-tain price mea-sure-ments, and crit-i-cally mea-su re-ments of price \OT1/txr/m/it/10 vari- [] LaTeX Warning: Reference `eq:MFscore' on page 1 undefined on input line 5549. [161] Package natbib Warning: Citation `ruiz2020shopper' on page 162 undefined on inp ut line 5572. Package natbib Warning: Citation `ruiz2020shopper' on page 162 undefined on inp ut line 5572. Package natbib Warning: Citation `jiang2015redesigning' on page 162 undefined o n input line 5578. Package natbib Warning: Citation `chen2016empirical' on page 162 undefined on i nput line 5581. Underfull \vbox (badness 10000) has occurred while \output is active [] [162] LaTeX Warning: Reference `chap:temporalSequential' on page 1 undefined on input line 5595. LaTeX Warning: Reference `sec:PRME' on page 1 undefined on input line 5595. LaTeX Warning: Reference `chap:consequence' on page 1 undefined on input line 5 596. LaTeX Warning: Reference `sec:spotify' on page 1 undefined on input line 5596. Package natbib Warning: Citation `celma2008music' on page 163 undefined on inpu t line 5603. Package natbib Warning: Citation `pampalk2005dynamic' on page 163 undefined on input line 5605. Package natbib Warning: Citation `anderson2014dynamics' on page 163 undefined o n input line 5607. Package natbib Warning: Citation `wang2014improving' on page 163 undefined on i nput line 5620. Overfull \hbox (14.72012pt too wide) in paragraph at lines 5619--5621 \OT1/txr/m/n/10 culty of di-rectly us-ing high-dimensional au-dio fea-tures (e. g. based on spectrogram- [] Overfull \hbox (0.34012pt too wide) in paragraph at lines 5619--5621 \OT1/txr/m/n/10 based rep-re-sen-ta-tions of au-dio) within a tra-di-tional fea ture-based rec-om-mender [] Package natbib Warning: Citation `van2013deep' on page 163 undefined on input l ine 5625. LaTeX Warning: Reference `chap:visual' on page 1 undefined on input line 5626. [163] Package natbib Warning: Citation `mcfee2012million' on page 164 undefined on in put line 5631. Package natbib Warning: Citation `anderson2014dynamics' on page 164 undefined o n input line 5631. Package natbib Warning: Citation `anderson2020algorithmic' on page 164 undefine d on input line 5631. Package natbib Warning: Citation `bao2015recommendations' on page 164 undefined on input line 5647. LaTeX Warning: Reference `chap:temporalSequential' on page 1 undefined on input line 5649. LaTeX Warning: Reference `sec:PRME' on page 1 undefined on input line 5649. Package natbib Warning: Citation `zheng2009mining' on page 164 undefined on inp ut line 5650. Package natbib Warning: Citation `cho2011friendship' on page 164 undefined on i nput line 5651. LaTeX Warning: Reference `sec:groupSocialRec' on page 1 undefined on input line 5656. Package natbib Warning: Citation `bao2015recommendations' on page 164 undefined on input line 5656. LaTeX Warning: Reference `chap:temporalSequential' on page 1 undefined on input line 5667. LaTeX Warning: Reference `chap:text' on page 1 undefined on input line 5667. LaTeX Warning: Reference `chap:visual' on page 1 undefined on input line 5667. [164] [165] LaTeX Warning: Reference `fig:matching' on page 1 undefined on input line 5718. [166] Package natbib Warning: Citation `gusfield1989stable' on page 167 undefined on input line 5782. Package natbib Warning: Citation `gale1962college' on page 167 undefined on inp ut line 5782. LaTeX Warning: Reference `eq:matchingObj' on page 1 undefined on input line 578 4. Package natbib Warning: Citation `gusfield1989stable' on page 167 undefined on input line 5784. Package natbib Warning: Citation `kuhn1955hungarian' on page 167 undefined on i nput line 5784. [167] LaTeX Warning: Reference `fig:matching' on page 1 undefined on input line 5814. LaTeX Warning: Reference `sec:onlineUpdates' on page 1 undefined on input line 5816. Package natbib Warning: Citation `mehta2007adwords' on page 168 undefined on in put line 5818. LaTeX Warning: Reference `chap:modelbasedRecsys' on page 1 undefined on input l ine 5824. LaTeX Warning: Reference `sec:matching' on page 1 undefined on input line 5826. Package natbib Warning: Citation `rajaraman2011mining' on page 168 undefined on input line 5831. Package natbib Warning: Citation `mehta2007adwords' on page 168 undefined on in put line 5831. LaTeX Warning: Reference `sec:factorization' on page 1 undefined on input line 5872. LaTeX Warning: Reference `sec:simpleTransforms' on page 1 undefined on input li ne 5872. [168] LaTeX Warning: Reference `ex:FM2' on page 169 undefined on input line 5879. LaTeX Warning: Reference `sec:coldStart' on page 1 undefined on input line 5883 . LaTeX Warning: Reference `ex:FM1' on page 169 undefined on input line 5883. LaTeX Warning: Reference `fig:rmseNtrain' on page 1 undefined on input line 588 6. LaTeX Warning: Reference `tab:socialRec' on page 1 undefined on input line 5894 . LaTeX Warning: Reference `sec:groupSocialRec' on page 1 undefined on input line 5898. LaTeX Warning: Reference `eq:sbpr2' on page 1 undefined on input line 5902. LaTeX Warning: Reference `eq:sbpr1' on page 1 undefined on input line 5902. LaTeX Warning: Reference `ex:sorec1' on page 169 undefined on input line 5903. [169] File: fig/rmseNtrain.pdf Graphic file (type pdf) Package pdftex.def Info: fig/rmseNtrain.pdf used on input line 5907. (pdftex.def) Requested size: 162.60709pt x 108.40471pt. LaTeX Warning: Reference `sec:coldStart' on page 1 undefined on input line 5921 . Package natbib Warning: Citation `ni2019justifying' on page 170 undefined on in put line 5922. LaTeX Warning: Reference `sec:jaccard' on page 1 undefined on input line 5923. LaTeX Warning: Reference `subsec:matrixFactor' on page 1 undefined on input lin e 5931. LaTeX Warning: Reference `sec:implicit' on page 1 undefined on input line 5931. LaTeX Warning: Reference `ex:FM2' on page 170 undefined on input line 5932. LaTeX Warning: Reference `fig:rmseNtrain' on page 1 undefined on input line 593 2. [170 <./fig/rmseNtrain.pdf>] LaTeX Warning: Reference `sec:groupSocialRec' on page 1 undefined on input line 5933. LaTeX Warning: Reference `chap:temporalSequential' on page 171 undefined on inp ut line 5941. LaTeX Warning: Reference `chap:visual' on page 171 undefined on input line 5941 . [171] Chapter 7. LaTeX Warning: Reference `chap:contentStructure' on page 1 undefined on input l ine 5950. LaTeX Warning: Reference `chap:modelbasedRecsys' on page 1 undefined on input l ine 5950. LaTeX Warning: Reference `subsec:matrixFactor' on page 1 undefined on input lin e 5950. LaTeX Warning: Reference `sec:coldStart' on page 1 undefined on input line 5952 . LaTeX Warning: Reference `chap:contentStructure' on page 1 undefined on input l ine 5960. LaTeX Warning: Reference `sec:caseStudyHR' on page 1 undefined on input line 59 63. [172 ] [173] LaTeX Warning: Reference `fig:slidingWindows' on page 1 undefined on input line 5990. LaTeX Warning: Reference `fig:slidingWindows' on page 1 undefined on input line 5990. File: fig/slidingWindows.pdf Graphic file (type pdf) Package pdftex.def Info: fig/slidingWindows.pdf used on input line 6009. (pdftex.def) Requested size: 162.60709pt x 108.40471pt. LaTeX Warning: Reference `eq:movingAverage' on page 1 undefined on input line 6 016. LaTeX Warning: Reference `eq:weightedMovingAverage' on page 1 undefined on inpu t line 6016. [174 <./fig/slidingWindows.pdf>] LaTeX Warning: Reference `eq:autoRegression' on page 1 undefined on input line 6045. LaTeX Warning: Reference `sec:rnn' on page 1 undefined on input line 6048. LaTeX Warning: Reference `sec:markovCaseStudies' on page 1 undefined on input l ine 6048. [175] LaTeX Warning: Reference `temporalItem3' on page 176 undefined on input line 60 77. LaTeX Warning: Reference `temporalItem1' on page 176 undefined on input line 60 77. LaTeX Warning: Reference `temporalItem2' on page 176 undefined on input line 60 77. LaTeX Warning: Reference `temporalItem10' on page 176 undefined on input line 6 077. LaTeX Warning: Reference `temporalItem4' on page 176 undefined on input line 60 77. LaTeX Warning: Reference `temporalItem5' on page 176 undefined on input line 60 77. LaTeX Warning: Reference `temporalItem6' on page 176 undefined on input line 60 77. LaTeX Warning: Reference `temporalItem7' on page 176 undefined on input line 60 77. LaTeX Warning: Reference `temporalItem8' on page 176 undefined on input line 60 77. LaTeX Warning: Reference `temporalItem9' on page 176 undefined on input line 60 77. LaTeX Warning: Reference `subsec:matrixFactor' on page 1 undefined on input lin e 6083. LaTeX Warning: Reference `eq:MFscore' on page 1 undefined on input line 6083. [176] LaTeX Warning: Reference `eq:latentFactorTime' on page 1 undefined on input lin e 6097. LaTeX Warning: Reference `eq:sequenceModelExamp' on page 1 undefined on input l ine 6098. LaTeX Warning: Reference `sec:markovCaseStudies' on page 1 undefined on input l ine 6098. LaTeX Warning: Reference `sec:rnn' on page 1 undefined on input line 6101. [177] LaTeX Warning: Reference `chap:modelbasedRecsys' on page 1 undefined on input l ine 6114. Package natbib Warning: Citation `koren2009collaborative' on page 178 undefined on input line 6114. LaTeX Warning: Reference `fig:netflixTemporal' on page 1 undefined on input lin e 6117. File: fig/netflix1.pdf Graphic file (type pdf) Package pdftex.def Info: fig/netflix1.pdf used on input line 6122. (pdftex.def) Requested size: 298.113pt x 108.40471pt. File: fig/netflix2.pdf Graphic file (type pdf) Package pdftex.def Info: fig/netflix2.pdf used on input line 6123. (pdftex.def) Requested size: 298.113pt x 108.40471pt. [178 <./fig/netflix1.pdf> <./fig/netflix2.pdf pdfTeX warning: pdflatex (file ./fig/netflix2.pdf): PDF inclusion: multiple pdf s with page group included in a single page >] LaTeX Warning: Reference `fig:netflixTemporal' on page 1 undefined on input lin e 6129. LaTeX Warning: Reference `fig:netflixTemporal' on page 1 undefined on input lin e 6137. Package natbib Warning: Citation `koren2009collaborative' on page 179 undefined on input line 6137. Package natbib Warning: Citation `koren2009collaborative' on page 179 undefined on input line 6146. LaTeX Warning: Reference `sec:temporalFeatures' on page 1 undefined on input li ne 6149. LaTeX Warning: Reference `eq:bins30' on page 1 undefined on input line 6156. [179] Package natbib Warning: Citation `koren2009collaborative' on page 180 undefined on input line 6159. LaTeX Warning: Reference `fig:expressiveDev' on page 1 undefined on input line 6165. LaTeX Warning: Reference `eq:temporalGamma' on page 1 undefined on input line 6 177. LaTeX Warning: Reference `eq:temporalBeta' on page 1 undefined on input line 61 77. LaTeX Warning: Reference `eq:temporalBeta' on page 1 undefined on input line 61 78. LaTeX Warning: Reference `eq:temporalGamma' on page 1 undefined on input line 6 178. LaTeX Warning: Reference `eq:temporalGamma' on page 1 undefined on input line 6 179. File: fig/expressiveDev.pdf Graphic file (type pdf) Package pdftex.def Info: fig/expressiveDev.pdf used on input line 6182. (pdftex.def) Requested size: 108.40471pt x 108.40471pt. Package natbib Warning: Citation `koren2009collaborative' on page 180 undefined on input line 6185. Package natbib Warning: Citation `koren2009collaborative' on page 180 undefined on input line 6185. LaTeX Warning: Reference `eq:expressiveDev' on page 1 undefined on input line 6 188. LaTeX Warning: Reference `sec:whatTeach' on page 1 undefined on input line 6188 . [180 <./fig/expressiveDev.pdf>] LaTeX Warning: Reference `fig:splines' on page 1 undefined on input line 6195. File: fig/splines.pdf Graphic file (type pdf) Package pdftex.def Info: fig/splines.pdf used on input line 6198. (pdftex.def) Requested size: 162.60709pt x 108.40471pt. Package natbib Warning: Citation `koren2009collaborative' on page 181 undefined on input line 6202. Package natbib Warning: Citation `koren2009collaborative' on page 181 undefined on input line 6204. LaTeX Warning: Reference `chap:recsysIntro' on page 1 undefined on input line 6 206. Underfull \vbox (badness 2189) has occurred while \output is active [] [181 <./fig/splines.pdf>] LaTeX Warning: Reference `sec:caseStudyNetflixTemporal' on page 1 undefined on input line 6218. Package natbib Warning: Citation `bell2007lessons' on page 182 undefined on inp ut line 6231. LaTeX Warning: Reference `tab:temporalRec' on page 1 undefined on input line 62 46. [182] Package natbib Warning: Citation `koren2009collaborative' on page 183 undefined on input line 6251. Package natbib Warning: Citation `ding2005time' on page 183 undefined on input line 6251. Package natbib Warning: Citation `xiang2010temporal' on page 183 undefined on i nput line 6251. Package natbib Warning: Citation `mcauley2013amateurs' on page 183 undefined on input line 6251. Package natbib Warning: Citation `koren2009collaborative' on page 183 undefined on input line 6251. Package natbib Warning: Citation `ding2005time' on page 183 undefined on input line 6251. Package natbib Warning: Citation `xiang2010temporal' on page 183 undefined on i nput line 6251. Package natbib Warning: Citation `mcauley2013amateurs' on page 183 undefined on input line 6251. LaTeX Warning: Reference `sec:caseStudyNetflixTemporal' on page 1 undefined on input line 6266. LaTeX Warning: Reference `subsec:longterm' on page 1 undefined on input line 62 66. LaTeX Warning: Reference `subsec:shortTerm' on page 1 undefined on input line 6 266. LaTeX Warning: Reference `subsec:userEvolve' on page 1 undefined on input line 6266. Package natbib Warning: Citation `widmer1996learning' on page 183 undefined on input line 6277. Package natbib Warning: Citation `tsymbal2004problem' on page 183 undefined on input line 6277. LaTeX Warning: Reference `fig:slidingWindows' on page 1 undefined on input line 6278. Package natbib Warning: Citation `widmer1996learning' on page 183 undefined on input line 6278. LaTeX Warning: Reference `eq:simPredict' on page 1 undefined on input line 6281 . Package natbib Warning: Citation `ding2005time' on page 183 undefined on input line 6281. LaTeX Warning: Reference `eq:simPredict' on page 1 undefined on input line 6281 . [183] Package natbib Warning: Citation `godes2012sequential' on page 184 undefined on input line 6293. LaTeX Warning: Reference `fig:netflixTemporal' on page 1 undefined on input lin e 6293. LaTeX Warning: Reference `fig:netflixTemporal' on page 1 undefined on input lin e 6293. Package natbib Warning: Citation `godes2012sequential' on page 184 undefined on input line 6295. Package natbib Warning: Citation `wu2008public' on page 184 undefined on input line 6295. Package natbib Warning: Citation `godes2012sequential' on page 184 undefined on input line 6295. Package natbib Warning: Citation `li2008self' on page 184 undefined on input li ne 6295. Package natbib Warning: Citation `godes2012sequential' on page 184 undefined on input line 6295. LaTeX Warning: Reference `fig:expressiveDev' on page 1 undefined on input line 6307. LaTeX Warning: Reference `eq:bins30' on page 1 undefined on input line 6307. LaTeX Warning: Reference `eq:netflixPeriodic' on page 1 undefined on input line 6307. Package natbib Warning: Citation `koren2009collaborative' on page 184 undefined on input line 6307. [184] Package natbib Warning: Citation `xiang2010temporal' on page 185 undefined on i nput line 6315. LaTeX Warning: Reference `sec:randomWalk' on page 1 undefined on input line 631 5. LaTeX Warning: Reference `fig:STG' on page 1 undefined on input line 6315. Package natbib Warning: Citation `xiang2010temporal' on page 185 undefined on i nput line 6318. Package natbib Warning: Citation `xiang2010temporal' on page 185 undefined on i nput line 6381. Package natbib Warning: Citation `xiang2010temporal' on page 185 undefined on i nput line 6381. LaTeX Warning: Reference `sec:markov' on page 1 undefined on input line 6385. LaTeX Warning: Reference `sec:rnnRec' on page 1 undefined on input line 6385. Package natbib Warning: Citation `xiang2010temporal' on page 185 undefined on i nput line 6385. [185] Package natbib Warning: Citation `mcauley2013amateurs' on page 186 undefined on input line 6393. Overfull \hbox (4.15013pt too wide) in paragraph at lines 6393--6394 []\OT1/txr/bx/n/10 ? \OT1/txr/m/n/10 sought to model this no-tion of `ac-quired tastes' in rec-om-men-da-tion datasets. [] Package natbib Warning: Citation `mcauley2013amateurs' on page 186 undefined on input line 6395. Package natbib Warning: Citation `mcauley2013amateurs' on page 186 undefined on input line 6397. LaTeX Warning: Reference `sec:temporalRec' on page 1 undefined on input line 64 04. LaTeX Warning: Reference `subsec:VBPR' on page 1 undefined on input line 6404. LaTeX Warning: Reference `sec:neighborhood' on page 1 undefined on input line 6 408. [186] LaTeX Warning: Reference `eq:markov1' on page 1 undefined on input line 6422. LaTeX Warning: Reference `subsec:matrixFactor' on page 1 undefined on input lin e 6434. LaTeX Warning: Reference `subsec:BPR' on page 1 undefined on input line 6434. LaTeX Warning: Reference `eq:fMarkov' on page 1 undefined on input line 6436. [187] LaTeX Warning: Reference `tab:markovTable' on page 1 undefined on input line 64 50. Package natbib Warning: Citation `rendle2010factorizing' on page 188 undefined on input line 6454. Package natbib Warning: Citation `cai2017spmc' on page 188 undefined on input l ine 6454. Package natbib Warning: Citation `feng2015personalized' on page 188 undefined o n input line 6454. Package natbib Warning: Citation `he2017translation' on page 188 undefined on i nput line 6454. Package natbib Warning: Citation `rendle2010factorizing' on page 188 undefined on input line 6454. Package natbib Warning: Citation `cai2017spmc' on page 188 undefined on input l ine 6454. Package natbib Warning: Citation `feng2015personalized' on page 188 undefined o n input line 6454. Package natbib Warning: Citation `he2017translation' on page 188 undefined on i nput line 6454. LaTeX Warning: Reference `sec:FPMC' on page 1 undefined on input line 6469. LaTeX Warning: Reference `subsec:SocialSeqRec' on page 1 undefined on input lin e 6469. LaTeX Warning: Reference `sec:PRME' on page 1 undefined on input line 6469. LaTeX Warning: Reference `sec:transRec' on page 1 undefined on input line 6469. Package natbib Warning: Citation `rendle2010factorizing' on page 188 undefined on input line 6480. [188] Package natbib Warning: Citation `rendle2010factorizing' on page 189 undefined on input line 6489. LaTeX Warning: Reference `eq:fuij' on page 1 undefined on input line 6491. LaTeX Warning: Reference `chap:modelbasedRecsys' on page 1 undefined on input l ine 6491. LaTeX Warning: Reference `eq:FPMC_BPR' on page 1 undefined on input line 6498. LaTeX Warning: Reference `subsec:BPR' on page 1 undefined on input line 6508. LaTeX Warning: Reference `subsec:matrixFactor' on page 1 undefined on input lin e 6517. [189] LaTeX Warning: Reference `chap:contentStructure' on page 1 undefined on input l ine 6524. LaTeX Warning: Reference `sec:factorization' on page 1 undefined on input line 6524. LaTeX Warning: Reference `ex:seq1' on page 190 undefined on input line 6525. LaTeX Warning: Reference `subsec:fpmcTensor' on page 1 undefined on input line 6526. LaTeX Warning: Reference `subsec:socialBPR' on page 1 undefined on input line 6 531. Package natbib Warning: Citation `cai2017spmc' on page 190 undefined on input l ine 6533. LaTeX Warning: Reference `eq:FPMC' on page 1 undefined on input line 6533. Overfull \hbox (0.45886pt too wide) in paragraph at lines 6533--6534 []\OT1/txr/m/it/10 Socially-Aware Per-son-al-ized Markov Chains \OT1/txr/m/n/10 (SPMC) (\OT1/txr/bx/n/10 ?\OT1/txr/m/n/10 ) ex-tend FPMC (and [] LaTeX Warning: Reference `eq:SBPR' on page 1 undefined on input line 6543. LaTeX Warning: Reference `eq:FPMC' on page 1 undefined on input line 6543. Package natbib Warning: Citation `cai2017spmc' on page 190 undefined on input l ine 6544. [190] LaTeX Warning: Reference `sec:whyInner' on page 1 undefined on input line 6551. Package natbib Warning: Citation `feng2015personalized' on page 191 undefined o n input line 6555. LaTeX Warning: Reference `chap:contentStructure' on page 1 undefined on input l ine 6556. LaTeX Warning: Reference `subsec:location' on page 1 undefined on input line 65 56. Package natbib Warning: Citation `feng2015personalized' on page 191 undefined o n input line 6560. LaTeX Warning: Reference `sec:FPMC' on page 1 undefined on input line 6567. LaTeX Warning: Reference `eq:FPMC_BPR' on page 1 undefined on input line 6572. Package natbib Warning: Citation `chen2012playlist' on page 191 undefined on in put line 6576. [191] LaTeX Warning: Reference `fig:translation' on page 1 undefined on input line 65 84. LaTeX Warning: Reference `eq:FME_sequential' on page 1 undefined on input line 6585. File: fig/translationIdea.pdf Graphic file (type pdf) Package pdftex.def Info: fig/translationIdea.pdf used on input line 6589. (pdftex.def) Requested size: 135.5059pt x 135.5059pt. Package natbib Warning: Citation `he2017translation' on page 192 undefined on i nput line 6596. Package natbib Warning: Citation `bordes2013translating' on page 192 undefined on input line 6598. Package natbib Warning: Citation `wang2014knowledge' on page 192 undefined on i nput line 6598. Package natbib Warning: Citation `10.5555/2886521.2886624' on page 192 undefine d on input line 6598. [192 <./fig/translationIdea.pdf>] Package natbib Warning: Citation `he2017translation' on page 193 undefined on i nput line 6604. LaTeX Warning: Reference `sec:PRME' on page 1 undefined on input line 6612. LaTeX Warning: Reference `eq:FME_sequential' on page 1 undefined on input line 6612. Package natbib Warning: Citation `he2017translation' on page 193 undefined on i nput line 6618. LaTeX Warning: Reference `fig:translation' on page 1 undefined on input line 66 20. LaTeX Warning: Reference `ex:seq1' on page 193 undefined on input line 6627. LaTeX Warning: Reference `ex:fism' on page 193 undefined on input line 6627. LaTeX Warning: Reference `sec:factorization' on page 1 undefined on input line 6627. [193] LaTeX Warning: Reference `sec:FPMC' on page 1 undefined on input line 6629. LaTeX Warning: Reference `sec:markovCaseStudies' on page 1 undefined on input l ine 6631. LaTeX Warning: Reference `subsec:BPRTensorflow' on page 1 undefined on input li ne 6633. ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.6638 for d in parse('g oodreads_reviews_comics_graphic.json.gz'): ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.6638 ...odreads_reviews_comics_graphic.json.gz') : ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.6639 u = d['u ser_id'] ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.6639 u = d['user_id'] ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.6640 i = d['b ook_id'] ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.6640 i = d['book_id'] ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.6641 t = d['d ate_added'] # Raw timestamp string ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.6641 t = d['date_added'] # Raw timestamp string ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.6642 r = d['r ating'] ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.6642 r = d['rating'] ? LaTeX Warning: Reference `sec:temporalFeatures' on page 1 undefined on input li ne 6652. ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.6662 itemIDs['d ummy'] = len(itemIDs) ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.6662 itemIDs['dummy'] = len(itemIDs) ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.6667 lastItem = 'd ummy' ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.6667 lastItem = 'dummy' ? Underfull \vbox (badness 10000) has occurred while \output is active [] [194] LaTeX Warning: Reference `subsec:BPRTensorflow' on page 1 undefined on input li ne 6674. LaTeX Warning: Reference `eq:FPMC' on page 1 undefined on input line 6674. LaTeX Warning: Reference `subsec:LFMTensorflow' on page 1 undefined on input li ne 6674. LaTeX Warning: Reference `eq:FPMC_BPR' on page 1 undefined on input line 6674. LaTeX Warning: Reference `sec:PRME' on page 1 undefined on input line 6694. LaTeX Warning: Reference `sec:transRec' on page 1 undefined on input line 6694. LaTeX Warning: Reference `sec:markov' on page 1 undefined on input line 6700. LaTeX Warning: Reference `chap:text' on page 1 undefined on input line 6700. LaTeX Warning: Reference `sec:caseStudyHR' on page 1 undefined on input line 67 00. [195] [196] Package natbib Warning: Citation `hochreiter1997long' on page 197 undefined on input line 6829. LaTeX Warning: Reference `chap:text' on page 1 undefined on input line 6829. LaTeX Warning: Reference `fig:LSTMcell' on page 1 undefined on input line 6831. LaTeX Warning: Reference `eq:lstmFirst' on page 197 undefined on input line 693 6. LaTeX Warning: Reference `eq:lstmLast' on page 197 undefined on input line 6936 . LaTeX Warning: Reference `subsec:MLPRec' on page 1 undefined on input line 6954 . LaTeX Warning: Reference `sec:rnn' on page 1 undefined on input line 6954. [197] Package natbib Warning: Citation `hidasi2015session' on page 198 undefined on i nput line 6964. Package natbib Warning: Citation `li2017neural' on page 198 undefined on input line 6964. Package natbib Warning: Citation `kang2018self' on page 198 undefined on input line 6964. Package natbib Warning: Citation `devlin2018bert' on page 198 undefined on inpu t line 6964. LaTeX Warning: Reference `subsec:LSTM' on page 1 undefined on input line 6968. LaTeX Warning: Reference `chap:text' on page 1 undefined on input line 6969. [198] LaTeX Warning: Reference `sec:caseStudyNetflixTemporal' on page 1 undefined on input line 6973. LaTeX Warning: Reference `sec:markov' on page 1 undefined on input line 6973. LaTeX Warning: Reference `sec:markov' on page 1 undefined on input line 6980. LaTeX Warning: Reference `subsec:fism' on page 1 undefined on input line 6982. LaTeX Warning: Reference `sec:coldStart' on page 1 undefined on input line 6985 . LaTeX Warning: Reference `chap:recsysIntro' on page 1 undefined on input line 6 987. LaTeX Warning: Reference `chap:modelbasedRecsys' on page 1 undefined on input l ine 6987. LaTeX Warning: Reference `tab:userFreeSequence' on page 1 undefined on input li ne 6990. Package natbib Warning: Citation `hidasi2015session' on page 199 undefined on i nput line 7001. Package natbib Warning: Citation `li2017neural' on page 199 undefined on input line 7001. Package natbib Warning: Citation `kang2018self' on page 199 undefined on input line 7001. Package natbib Warning: Citation `sun2019bert4rec' on page 199 undefined on inp ut line 7001. Package natbib Warning: Citation `hidasi2015session' on page 199 undefined on i nput line 7001. Package natbib Warning: Citation `li2017neural' on page 199 undefined on input line 7001. Package natbib Warning: Citation `kang2018self' on page 199 undefined on input line 7001. Package natbib Warning: Citation `sun2019bert4rec' on page 199 undefined on inp ut line 7001. LaTeX Warning: Reference `subsec:rnnRec2' on page 1 undefined on input line 701 7. Package natbib Warning: Citation `hidasi2015session' on page 199 undefined on i nput line 7017. LaTeX Warning: Reference `subsec:attention' on page 1 undefined on input line 7 017. LaTeX Warning: Reference `subsec:attention' on page 1 undefined on input line 7 017. Package natbib Warning: Citation `devlin2018bert' on page 199 undefined on inpu t line 7017. LaTeX Warning: Reference `subsec:attention' on page 1 undefined on input line 7 017. [199] LaTeX Warning: Reference `sec:rnn' on page 1 undefined on input line 7028. LaTeX Warning: Reference `subsec:LSTM' on page 1 undefined on input line 7028. Package natbib Warning: Citation `hidasi2015session' on page 200 undefined on i nput line 7029. Package natbib Warning: Citation `hidasi2015session' on page 200 undefined on i nput line 7032. LaTeX Warning: Reference `subsec:LSTM' on page 1 undefined on input line 7032. LaTeX Warning: Reference `subsec:MLPRec' on page 1 undefined on input line 7032 . Package natbib Warning: Citation `hidasi2015session' on page 200 undefined on i nput line 7032. Package natbib Warning: Citation `hidasi2015session' on page 200 undefined on i nput line 7034. LaTeX Warning: Reference `sec:caseStudyNetflixTemporal' on page 1 undefined on input line 7034. [200] LaTeX Warning: Reference `sec:markov' on page 1 undefined on input line 7039. Package natbib Warning: Citation `kang2018self' on page 201 undefined on input line 7044. Package natbib Warning: Citation `xu2015show' on page 201 undefined on input li ne 7045. Package natbib Warning: Citation `bahdanau2014neural' on page 201 undefined on input line 7047. Package natbib Warning: Citation `li2017neural' on page 201 undefined on input line 7053. Package natbib Warning: Citation `vaswani2017attention' on page 201 undefined o n input line 7062. LaTeX Warning: Reference `sec:rnn' on page 1 undefined on input line 7063. LaTeX Warning: Reference `sec:rnn' on page 1 undefined on input line 7063. Package natbib Warning: Citation `vaswani2017attention' on page 201 undefined o n input line 7068. [201] Package natbib Warning: Citation `kang2018self' on page 202 undefined on input line 7071. Package natbib Warning: Citation `kang2018self' on page 202 undefined on input line 7073. Package natbib Warning: Citation `kang2018self' on page 202 undefined on input line 7080. Package natbib Warning: Citation `sun2019bert4rec' on page 202 undefined on inp ut line 7082. Package natbib Warning: Citation `devlin2018bert' on page 202 undefined on inpu t line 7082. [202] Package natbib Warning: Citation `xiao2017attentional' on page 203 undefined on input line 7088. LaTeX Warning: Reference `chap:contentStructure' on page 1 undefined on input l ine 7088. LaTeX Warning: Reference `chap:contentStructure' on page 1 undefined on input l ine 7088. LaTeX Warning: Reference `eq:FMequation' on page 1 undefined on input line 7088 . Package natbib Warning: Citation `xiao2017attentional' on page 203 undefined on input line 7088. LaTeX Warning: Reference `sec:deepRec' on page 1 undefined on input line 7088. LaTeX Warning: Reference `chap:text' on page 1 undefined on input line 7097. Package natbib Warning: Citation `wu2020sse' on page 203 undefined on input lin e 7104. [203] LaTeX Warning: Reference `chap:text' on page 1 undefined on input line 7111. LaTeX Warning: Reference `sec:rnn' on page 1 undefined on input line 7111. LaTeX Warning: Reference `sec:word2vec' on page 1 undefined on input line 7111. LaTeX Warning: Reference `sec:item2Vec' on page 1 undefined on input line 7111. LaTeX Warning: Reference `chap:visual' on page 1 undefined on input line 7111. LaTeX Warning: Reference `sec:rnnRec' on page 1 undefined on input line 7120. LaTeX Warning: Reference `chap:text' on page 1 undefined on input line 7124. Package natbib Warning: Citation `ni2019modeling' on page 204 undefined on inpu t line 7126. Package natbib Warning: Citation `ni2019modeling' on page 204 undefined on inpu t line 7138. LaTeX Warning: Reference `sec:rnn' on page 1 undefined on input line 7141. Package natbib Warning: Citation `ni2019modeling' on page 204 undefined on inpu t line 7142. [204] Package natbib Warning: Citation `ni2019modeling' on page 205 undefined on inpu t line 7144. Package natbib Warning: Citation `ni2019modeling' on page 205 undefined on inpu t line 7147. Package natbib Warning: Citation `ni2019modeling' on page 205 undefined on inpu t line 7156. Package natbib Warning: Citation `kolter2007dynamic' on page 205 undefined on i nput line 7163. Package natbib Warning: Citation `kolter2007dynamic' on page 205 undefined on i nput line 7163. Package natbib Warning: Citation `schlimmer1986incremental' on page 205 undefin ed on input line 7163. Package natbib Warning: Citation `koren2009collaborative' on page 205 undefined on input line 7165. Package natbib Warning: Citation `sugiyama2004adaptive' on page 205 undefined o n input line 7168. LaTeX Warning: Reference `eq:pearsonSim' on page 1 undefined on input line 7168 . LaTeX Warning: Reference `eq:simPredict3' on page 1 undefined on input line 716 8. [205] LaTeX Warning: Reference `sec:otherTemporal' on page 1 undefined on input line 7170. Package natbib Warning: Citation `xiang2010temporal' on page 206 undefined on i nput line 7170. Package natbib Warning: Citation `godes2012sequential' on page 206 undefined on input line 7171. Package natbib Warning: Citation `mcauley2013amateurs' on page 206 undefined on input line 7172. LaTeX Warning: Reference `sec:introTime' on page 1 undefined on input line 7184 . LaTeX Warning: Reference `sec:introTime' on page 1 undefined on input line 7184 . LaTeX Warning: Reference `eq:qq' on page 1 undefined on input line 7184. LaTeX Warning: Reference `chap:contentStructure' on page 1 undefined on input l ine 7188. LaTeX Warning: Reference `sec:fastFM' on page 1 undefined on input line 7188. LaTeX Warning: Reference `sec:FPMC' on page 1 undefined on input line 7188. LaTeX Warning: Reference `sec:factorization' on page 1 undefined on input line 7189. LaTeX Warning: Reference `sec:fastFM' on page 1 undefined on input line 7190. [206] LaTeX Warning: Reference `subsec:fism' on page 1 undefined on input line 7193. LaTeX Warning: Reference `eq:fismEq' on page 1 undefined on input line 7193. LaTeX Warning: Reference `ex:seq1' on page 207 undefined on input line 7200. Package natbib Warning: Citation `he2017translation' on page 207 undefined on i nput line 7217. [207] LaTeX Warning: Reference `sec:factorization' on page 1 undefined on input line 7219. LaTeX Warning: Reference `sec:fastFM' on page 1 undefined on input line 7219. LaTeX Warning: Reference `subsec:matrixFactor' on page 1 undefined on input lin e 7225. LaTeX Warning: Reference `sec:implicit' on page 1 undefined on input line 7225. LaTeX Warning: Reference `sec:caseStudyNetflixTemporal' on page 1 undefined on input line 7232. LaTeX Warning: Reference `ex:seq1' on page 208 undefined on input line 7233. LaTeX Warning: Reference `ex:fism' on page 208 undefined on input line 7233. LaTeX Warning: Reference `ex:seq1' on page 208 undefined on input line 7233. LaTeX Warning: Reference `sec:rnnRec' on page 1 undefined on input line 7235. [208] [209] [210 ] [211] [212 ] Chapter 8. LaTeX Warning: Reference `sec:textBasics' on page 1 undefined on input line 724 7. LaTeX Warning: Reference `sec:personalText' on page 1 undefined on input line 7 249. Package natbib Warning: Citation `bordes2016learning' on page 213 undefined on input line 7253. Package natbib Warning: Citation `roemmele2016writing' on page 213 undefined on input line 7254. Package natbib Warning: Citation `zhang2014chinese' on page 213 undefined on in put line 7254. Package natbib Warning: Citation `joshi2017personalization' on page 213 undefin ed on input line 7256. Package natbib Warning: Citation `majumder2020like' on page 213 undefined on in put line 7256. LaTeX Warning: Reference `subsec:textExplain' on page 1 undefined on input line 7256. LaTeX Warning: Reference `subsec:convRec' on page 1 undefined on input line 725 6. LaTeX Warning: Reference `proj:text' on page 213 undefined on input line 7258. LaTeX Warning: Reference `sec:caseStudySmart' on page 1 undefined on input line 7258. [213 ] LaTeX Warning: Reference `eq:sentiment0' on page 1 undefined on input line 7297 . LaTeX Warning: Reference `box:sentiment' on page 1 undefined on input line 7297 . [214] LaTeX Warning: Reference `eq:sentiment0' on page 1 undefined on input line 7300 . LaTeX Warning: Reference `sec:word2vec' on page 1 undefined on input line 7301. LaTeX Warning: Reference `fig:bowExample' on page 1 undefined on input line 730 4. Underfull \hbox (badness 1292) in paragraph at lines 7308--7308 \OT1/txr/m/n/9 other! way. him-self made re-ally he's [] Underfull \hbox (badness 3657) in paragraph at lines 7308--7308 \OT1/txr/m/n/9 de-spite He's Loved from archety-pal [] ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.7323 for w in d['r eview/text'].split(): ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.7323 for w in d['review/text'] .split(): ? Underfull \vbox (badness 6775) has occurred while \output is active [] [215] Package natbib Warning: Citation `lovins1968development' on page 216 undefined on input line 7347. Package natbib Warning: Citation `porter1980algorithm' on page 216 undefined on input line 7347. LaTeX Warning: Reference `sec:tfidf' on page 1 undefined on input line 7350. LaTeX Warning: Reference `sec:regularization' on page 1 undefined on input line 7355. [216] ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.7363 r = ''. join([c for c in d['review/text'].lower() if not c in stri... ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.7363 r = ''. join([c for c in d['review/text'].lower() if not c in stri... ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.7363 r = ''.join([c for c in d['r eview/text'].lower() if not c in stri... ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.7363 ...r = ''.join([c for c in d['review/text'] .lower() if not c in strin... ? Underfull \vbox (badness 10000) has occurred while \output is active [] [217] LaTeX Warning: Reference `sec:ngrams' on page 1 undefined on input line 7405. [218] ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.7439 sentence = 'D ark red color, light beige foam' ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.7439 ...nce = 'Dark red color, light beige foam' ? LaTeX Warning: Reference `sec:sentiment' on page 1 undefined on input line 7448 . LaTeX Warning: Reference `sec:sentiment' on page 1 undefined on input line 7452 . [219] LaTeX Warning: Reference `sec:sentiment' on page 1 undefined on input line 7456 . LaTeX Warning: Reference `box:Ngrams' on page 1 undefined on input line 7458. LaTeX Warning: Reference `sec:tfidf' on page 1 undefined on input line 7458. LaTeX Warning: Reference `sec:ngrams' on page 1 undefined on input line 7473. LaTeX Warning: Reference `sec:sentiment' on page 1 undefined on input line 7476 . LaTeX Warning: Reference `eq:sentiment1' on page 1 undefined on input line 7476 . [220] LaTeX Warning: Reference `sec:sentiment' on page 1 undefined on input line 7478 . LaTeX Warning: Reference `sec:sentiment' on page 1 undefined on input line 7478 . LaTeX Warning: Reference `sec:neighborhood' on page 1 undefined on input line 7 499. LaTeX Warning: Reference `sec:neighborhood' on page 1 undefined on input line 7 503. LaTeX Warning: Reference `sec:textBasics' on page 1 undefined on input line 750 3. LaTeX Warning: Reference `sec:textBasics' on page 1 undefined on input line 750 7. [221] LaTeX Warning: Reference `fig:tfidfexamp' on page 1 undefined on input line 751 2. LaTeX Warning: Reference `sec:textBasics' on page 1 undefined on input line 752 6. [222] Package natbib Warning: Citation `jones1972statistical' on page 223 undefined o n input line 7540. Package natbib Warning: Citation `robertson2004understanding' on page 223 undef ined on input line 7540. LaTeX Warning: Reference `item:qTFIDF' on page 223 undefined on input line 7556 . Package natbib Warning: Citation `robertson2009probabilistic' on page 223 undef ined on input line 7558. [223] LaTeX Warning: Reference `eq:tfidf' on page 1 undefined on input line 7565. Package natbib Warning: Citation `schutze2008introduction' on page 224 undefine d on input line 7566. LaTeX Warning: Reference `eq:maxDL' on page 1 undefined on input line 7566. LaTeX Warning: Reference `eq:maxDL0' on page 1 undefined on input line 7566. LaTeX Warning: Reference `eq:bm25' on page 1 undefined on input line 7566. Package natbib Warning: Citation `robertson2009probabilistic' on page 224 undef ined on input line 7571. Package natbib Warning: Citation `schutze2008introduction' on page 224 undefine d on input line 7571. Package natbib Warning: Citation `mikolov2013distributed' on page 224 undefined on input line 7581. LaTeX Warning: Reference `sec:textBasics' on page 1 undefined on input line 758 6. Package natbib Warning: Citation `mikolov2013distributed' on page 224 undefined on input line 7589. LaTeX Warning: Reference `sec:personalTextGeneration' on page 1 undefined on in put line 7590. Package natbib Warning: Citation `mikolov2013distributed' on page 224 undefined on input line 7593. LaTeX Warning: Reference `sec:item2Vec' on page 1 undefined on input line 7593. LaTeX Warning: Reference `sec:userFree1' on page 1 undefined on input line 7596 . [224] Package natbib Warning: Citation `mikolov2013distributed' on page 225 undefined on input line 7605. LaTeX Warning: Reference `sec:markovCaseStudies' on page 1 undefined on input l ine 7615. LaTeX Warning: Reference `eq:word2vec1' on page 1 undefined on input line 7618. Package natbib Warning: Citation `mikolov2013distributed' on page 225 undefined on input line 7618. Package natbib Warning: Citation `mikolov2013distributed' on page 225 undefined on input line 7623. [225] Package natbib Warning: Citation `barkan2016item2vec' on page 226 undefined on input line 7630. LaTeX Warning: Reference `eq:word2vec2' on page 1 undefined on input line 7631. Package natbib Warning: Citation `barkan2016item2vec' on page 226 undefined on input line 7637. LaTeX Warning: Reference `sec:sentiment' on page 1 undefined on input line 7646 . LaTeX Warning: Reference `eq:word2vec0' on page 1 undefined on input line 7649. ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.7662 model.wv.similar_by_word('g rassy') ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.7662 model.wv.similar_by_word('grassy') ? [226] LaTeX Warning: Reference `eq:cosineSim' on page 1 undefined on input line 7666. LaTeX Warning: Reference `fig:item2vec' on page 1 undefined on input line 7674. Package natbib Warning: Citation `maaten2008visualizing' on page 227 undefined on input line 7675. LaTeX Warning: Reference `chap:visual' on page 1 undefined on input line 7675. File: fig/item2vec.pdf Graphic file (type pdf) Package pdftex.def Info: fig/item2vec.pdf used on input line 7679. (pdftex.def) Requested size: 162.60709pt x 162.60709pt. [227 <./fig/item2vec.pdf>] LaTeX Warning: Reference `chap:contentStructure' on page 1 undefined on input l ine 7690. LaTeX Warning: Reference `eq:MFscore' on page 1 undefined on input line 7694. LaTeX Warning: Reference `sec:reviewAware' on page 1 undefined on input line 76 94. LaTeX Warning: Reference `sec:personalTextGeneration' on page 1 undefined on in put line 7695. LaTeX Warning: Reference `subsec:textExplain' on page 1 undefined on input line 7696. LaTeX Warning: Reference `sec:textBasics' on page 1 undefined on input line 769 8. [228] Package natbib Warning: Citation `mcauley2013hidden' on page 229 undefined on i nput line 7711. Package natbib Warning: Citation `blei2003latent' on page 229 undefined on inpu t line 7712. LaTeX Warning: Reference `sec:textBasics' on page 1 undefined on input line 771 2. LaTeX Warning: Reference `fig:hftTopics' on page 1 undefined on input line 7712 . Package natbib Warning: Citation `mcauley2013hidden' on page 229 undefined on i nput line 7738. Package natbib Warning: Citation `mcauley2013hidden' on page 229 undefined on i nput line 7738. Package natbib Warning: Citation `mcauley2013hidden' on page 229 undefined on i nput line 7743. LaTeX Warning: Reference `subsec:soRec' on page 1 undefined on input line 7745. Package natbib Warning: Citation `ma2008sorec' on page 229 undefined on input l ine 7745. LaTeX Warning: Reference `subsec:soRec' on page 1 undefined on input line 7745. Package natbib Warning: Citation `mcauley2013hidden' on page 229 undefined on i nput line 7747. [229] LaTeX Warning: Reference `subsec:soRec' on page 1 undefined on input line 7751. LaTeX Warning: Reference `fig:hftIdea' on page 1 undefined on input line 7751. LaTeX Warning: Reference `subsec:soRec' on page 1 undefined on input line 7778. LaTeX Warning: Reference `subsec:soRec' on page 1 undefined on input line 7778. LaTeX Warning: Reference `fig:hftTopics' on page 1 undefined on input line 7786 . Package natbib Warning: Citation `ling2014ratings' on page 230 undefined on inp ut line 7794. Package natbib Warning: Citation `diao2014jointly' on page 230 undefined on inp ut line 7794. Package natbib Warning: Citation `mcauley2013hidden' on page 230 undefined on i nput line 7794. [230] Package natbib Warning: Citation `wang2011collaborative' on page 231 undefined on input line 7796. LaTeX Warning: Reference `sec:implicit' on page 1 undefined on input line 7796. Package natbib Warning: Citation `zheng2017joint' on page 231 undefined on inpu t line 7803. Package natbib Warning: Citation `kim-2014-convolutional' on page 231 undefined on input line 7803. LaTeX Warning: Reference `subsec:attention' on page 1 undefined on input line 7 806. Package natbib Warning: Citation `tay2018multi' on page 231 undefined on input line 7807. Package natbib Warning: Citation `chen2018neural' on page 231 undefined on inpu t line 7807. LaTeX Warning: Reference `sec:rnn' on page 1 undefined on input line 7822. Package natbib Warning: Citation `graves2013generating' on page 231 undefined o n input line 7824. LaTeX Warning: Reference `sec:rnn' on page 1 undefined on input line 7825. LaTeX Warning: Reference `sec:rnn' on page 1 undefined on input line 7832. LaTeX Warning: Reference `fig:rnnText' on page 1 undefined on input line 7834. LaTeX Font Info: Try loading font information for OML+txtt on input line 785 4. LaTeX Font Info: No file OMLtxtt.fd. on input line 7854. LaTeX Font Warning: Font shape `OML/txtt/m/n' undefined (Font) using `OML/txmi/m/it' instead (Font) for symbol `textless' on input line 7854. LaTeX Font Info: Try loading font information for OML+txr on input line 7907 . (/usr/share/texlive/texmf-dist/tex/latex/txfonts/omltxr.fd File: omltxr.fd 2000/12/15 v3.1 ) LaTeX Font Info: Font shape `OML/txr/m/n' in size <8.5> not available (Font) Font shape `OML/txmi/m/it' tried instead on input line 7907 . LaTeX Font Info: Try loading font information for OMS+txr on input line 7907 . (/usr/share/texlive/texmf-dist/tex/latex/txfonts/omstxr.fd File: omstxr.fd 2000/12/15 v3.1 ) LaTeX Font Info: Font shape `OMS/txr/m/n' in size <8.5> not available (Font) Font shape `OMS/txsy/m/n' tried instead on input line 7907. [231] LaTeX Warning: Reference `fig:genConcat' on page 1 undefined on input line 7922 . LaTeX Warning: Reference `subsec:textExplain' on page 1 undefined on input line 7927. LaTeX Warning: Reference `tab:personTextGen' on page 1 undefined on input line 7930. Package natbib Warning: Citation `radford2017learning' on page 232 undefined on input line 7934. Package natbib Warning: Citation `dong2017learning' on page 232 undefined on in put line 7934. Package natbib Warning: Citation `li2017neural' on page 232 undefined on input line 7934. Package natbib Warning: Citation `ni2017estimating' on page 232 undefined on in put line 7934. Package natbib Warning: Citation `radford2017learning' on page 232 undefined on input line 7934. Package natbib Warning: Citation `dong2017learning' on page 232 undefined on in put line 7934. Package natbib Warning: Citation `li2017neural' on page 232 undefined on input line 7934. Package natbib Warning: Citation `ni2017estimating' on page 232 undefined on in put line 7934. Underfull \hbox (badness 1325) in paragraph at lines 7949--7949 []|\OT1/txr/m/n/9 Focuses on the task of gen-er-at-ing user re-views, [] Package natbib Warning: Citation `radford2017learning' on page 232 undefined on input line 7962. LaTeX Warning: Reference `subsec:LSTM' on page 1 undefined on input line 7963. Underfull \vbox (badness 2269) has occurred while \output is active [] [232] Package natbib Warning: Citation `radford2017learning' on page 233 undefined on input line 7966. Package natbib Warning: Citation `radford2017learning' on page 233 undefined on input line 7970. Package natbib Warning: Citation `vinyals2015show' on page 233 undefined on inp ut line 7972. LaTeX Warning: Reference `fig:rnnText' on page 1 undefined on input line 7972. LaTeX Warning: Reference `fig:rnnText' on page 1 undefined on input line 7972. LaTeX Warning: Reference `fig:rnnText2' on page 1 undefined on input line 7974. LaTeX Warning: Reference `fig:rnnText' on page 1 undefined on input line 8057. Package natbib Warning: Citation `ni2017estimating' on page 233 undefined on in put line 8057. LaTeX Warning: Reference `fig:rnnText' on page 1 undefined on input line 8057. Package natbib Warning: Citation `ni2017estimating' on page 233 undefined on in put line 8057. Package natbib Warning: Citation `dong2017learning' on page 233 undefined on in put line 8065. Overfull \hbox (6.7601pt too wide) in paragraph at lines 8065--8066 \OT1/txr/m/n/10 con-di-tional re-view gen-er-a-tion. The ap-proach fol-lows the set-ting de-scribed above, [] [233] Package natbib Warning: Citation `li2017neural' on page 234 undefined on input line 8067. Package natbib Warning: Citation `ni2017estimating' on page 234 undefined on in put line 8071. LaTeX Warning: Reference `subsec:LSTM' on page 1 undefined on input line 8073. LaTeX Warning: Reference `fig:rnnText2' on page 1 undefined on input line 8074. LaTeX Warning: Reference `chap:modelbasedRecsys' on page 1 undefined on input l ine 8075. [234] LaTeX Warning: Reference `fig:genConcat' on page 1 undefined on input line 8077 . Underfull \hbox (badness 1406) in paragraph at lines 8091--8091 \OT1/txr/m/it/9 head, with light lace. \OT1/txr/bx/n/9 S: \OT1/txr/m/n/9 Dark c edar/pine [] Package natbib Warning: Citation `ni2018personalized' on page 235 undefined on input line 8102. Underfull \vbox (badness 10000) has occurred while \output is active [] [235] Package natbib Warning: Citation `majumder2019generating' on page 236 undefined on input line 8111. Package natbib Warning: Citation `ueta2011recipe' on page 236 undefined on inpu t line 8112. Package natbib Warning: Citation `inagawa2013support' on page 236 undefined on input line 8113. Package natbib Warning: Citation `marin2019recipe1m' on page 236 undefined on i nput line 8113. Package natbib Warning: Citation `majumder2019generating' on page 236 undefined on input line 8115. LaTeX Warning: Reference `sec:personalTextGeneration' on page 1 undefined on in put line 8115. Package natbib Warning: Citation `majumder2019generating' on page 236 undefined on input line 8115. Package natbib Warning: Citation `majumder2019generating' on page 236 undefined on input line 8115. LaTeX Warning: Reference `fig:recipeGenerated' on page 1 undefined on input lin e 8115. Package natbib Warning: Citation `majumder2019generating' on page 236 undefined on input line 8129. Package natbib Warning: Citation `majumder2019generating' on page 236 undefined on input line 8129. LaTeX Warning: Reference `sec:personalText' on page 1 undefined on input line 8 135. LaTeX Warning: Reference `sec:personalTextGeneration' on page 1 undefined on in put line 8135. Underfull \vbox (badness 10000) has occurred while \output is active [] [236] Package natbib Warning: Citation `liu2018towards' on page 237 undefined on inpu t line 8142. LaTeX Warning: Reference `sec:personalTextGeneration' on page 1 undefined on in put line 8145. Package natbib Warning: Citation `chang2016crowd' on page 237 undefined on inpu t line 8151. Package natbib Warning: Citation `chang2016crowd' on page 237 undefined on inpu t line 8152. Package natbib Warning: Citation `chang2016crowd' on page 237 undefined on inpu t line 8153. Package natbib Warning: Citation `chang2016crowd' on page 237 undefined on inpu t line 8155. [237] Package natbib Warning: Citation `ni2019justifying' on page 238 undefined on in put line 8164. Package natbib Warning: Citation `ni2019justifying' on page 238 undefined on in put line 8167. Package natbib Warning: Citation `ni2019justifying' on page 238 undefined on in put line 8167. Package natbib Warning: Citation `ni2019justifying' on page 238 undefined on in put line 8169. LaTeX Warning: Reference `fig:justification' on page 1 undefined on input line 8169. Underfull \hbox (badness 10000) in alignment at lines 8182--8182 [][][] [] Package natbib Warning: Citation `ni2019justifying' on page 238 undefined on in put line 8186. Package natbib Warning: Citation `ni2019justifying' on page 238 undefined on in put line 8186. Package natbib Warning: Citation `thompson2004personalized' on page 238 undefin ed on input line 8198. Package natbib Warning: Citation `kang2019recommendation' on page 238 undefined on input line 8198. Package natbib Warning: Citation `jannach2020survey' on page 238 undefined on i nput line 8201. LaTeX Warning: Reference `tab:conversational' on page 1 undefined on input line 8202. Package natbib Warning: Citation `thompson2004personalized' on page 238 undefin ed on input line 8208. Package natbib Warning: Citation `mahmood2009improving' on page 238 undefined o n input line 8208. Package natbib Warning: Citation `christakopoulou2016towards' on page 238 undef ined on input line 8208. Package natbib Warning: Citation `li2018towards' on page 238 undefined on input line 8208. Package natbib Warning: Citation `kang2019recommendation' on page 238 undefined on input line 8208. Package natbib Warning: Citation `thompson2004personalized' on page 238 undefin ed on input line 8208. Package natbib Warning: Citation `mahmood2009improving' on page 238 undefined o n input line 8208. Package natbib Warning: Citation `christakopoulou2016towards' on page 238 undef ined on input line 8208. Package natbib Warning: Citation `li2018towards' on page 238 undefined on input line 8208. Package natbib Warning: Citation `kang2019recommendation' on page 238 undefined on input line 8208. Underfull \hbox (badness 1596) in paragraph at lines 8224--8224 \OT1/txr/m/n/9 or-der to it-er-a-tively learn user pref-er-ences; ex- [] [238] Package natbib Warning: Citation `thompson2004personalized' on page 239 undefin ed on input line 8233. Package natbib Warning: Citation `mahmood2007learning' on page 239 undefined on input line 8238. Package natbib Warning: Citation `mahmood2009improving' on page 239 undefined o n input line 8238. Package natbib Warning: Citation `mahmood2009improving' on page 239 undefined o n input line 8239. Package natbib Warning: Citation `christakopoulou2016towards' on page 239 undef ined on input line 8245. LaTeX Warning: Reference `chap:modelbasedRecsys' on page 1 undefined on input l ine 8246. Package natbib Warning: Citation `christakopoulou2016towards' on page 239 undef ined on input line 8251. [239] Package natbib Warning: Citation `li2018towards' on page 240 undefined on input line 8261. Package natbib Warning: Citation `dodge2015evaluating' on page 240 undefined on input line 8263. Package natbib Warning: Citation `li2018towards' on page 240 undefined on input line 8267. Package natbib Warning: Citation `li2018towards' on page 240 undefined on input line 8272. Package natbib Warning: Citation `kang2019recommendation' on page 240 undefined on input line 8273. Package natbib Warning: Citation `kang2019recommendation' on page 240 undefined on input line 8274. [240] Package natbib Warning: Citation `li2018towards' on page 241 undefined on input line 8277. Package natbib Warning: Citation `kang2019recommendation' on page 241 undefined on input line 8277. Package natbib Warning: Citation `kannan2016smart' on page 241 undefined on inp ut line 8302. Package natbib Warning: Citation `henderson2017efficient' on page 241 undefined on input line 8302. Package natbib Warning: Citation `kannan2016smart' on page 241 undefined on inp ut line 8303. LaTeX Warning: Reference `subsec:LSTM' on page 1 undefined on input line 8303. Package natbib Warning: Citation `kannan2016smart' on page 241 undefined on inp ut line 8303. Package natbib Warning: Citation `henderson2017efficient' on page 241 undefined on input line 8303. [241] Package natbib Warning: Citation `henderson2017efficient' on page 242 undefined on input line 8314. Package natbib Warning: Citation `henderson2017efficient' on page 242 undefined on input line 8316. Package natbib Warning: Citation `henderson2017efficient' on page 242 undefined on input line 8318. LaTeX Warning: Reference `sec:ngrams' on page 1 undefined on input line 8318. LaTeX Warning: Reference `subsec:BPR' on page 1 undefined on input line 8319. LaTeX Warning: Reference `sec:retrieval' on page 1 undefined on input line 8320 . LaTeX Warning: Reference `sec:textBasics' on page 1 undefined on input line 834 5. LaTeX Warning: Reference `eq:sentiment1' on page 1 undefined on input line 8345 . [242] LaTeX Warning: Reference `ex:text1' on page 243 undefined on input line 8347. LaTeX Warning: Reference `eq:tfidf' on page 1 undefined on input line 8353. LaTeX Warning: Reference `sec:item2Vec' on page 1 undefined on input line 8357. LaTeX Warning: Reference `chap:recsysIntro' on page 1 undefined on input line 8 357. LaTeX Warning: Reference `tab:userFree1' on page 1 undefined on input line 8357 . LaTeX Warning: Reference `subsec:tfidfRetrieve' on page 1 undefined on input li ne 8360. LaTeX Warning: Reference `chap:recsysIntro' on page 1 undefined on input line 8 362. LaTeX Warning: Reference `ex:ratingFromSim' on page 243 undefined on input line 8362. LaTeX Warning: Reference `eq:simPredict3' on page 1 undefined on input line 836 2. LaTeX Warning: Reference `item:qTFIDF' on page 243 undefined on input line 8362 . [243] LaTeX Warning: Reference `ex:text1' on page 244 undefined on input line 8374. LaTeX Warning: Reference `ex:text2' on page 244 undefined on input line 8374. LaTeX Warning: Reference `chap:modelbasedRecsys' on page 1 undefined on input l ine 8375. LaTeX Warning: Reference `eq:sentiment1' on page 1 undefined on input line 8376 . LaTeX Warning: Reference `chap:modelbasedRecsys' on page 1 undefined on input l ine 8381. LaTeX Warning: Reference `eq:projBoW1' on page 1 undefined on input line 8387. LaTeX Warning: Reference `sec:factorization' on page 1 undefined on input line 8394. LaTeX Warning: Reference `eq:textProj' on page 1 undefined on input line 8395. LaTeX Warning: Reference `eq:FMinteractionMatrix' on page 1 undefined on input line 8395. Underfull \vbox (badness 2717) has occurred while \output is active [] [244] LaTeX Warning: Reference `eq:textProj' on page 1 undefined on input line 8397. LaTeX Warning: Reference `eq:projBoW1' on page 1 undefined on input line 8397. LaTeX Warning: Reference `eq:sentiment1' on page 1 undefined on input line 8397 . [245] Chapter 9. LaTeX Warning: Reference `chap:text' on page 1 undefined on input line 8410. LaTeX Warning: Reference `sec:personalText' on page 1 undefined on input line 8 411. LaTeX Warning: Reference `sec:imageSearch' on page 1 undefined on input line 84 20. LaTeX Warning: Reference `sec:visualRec' on page 1 undefined on input line 8421 . LaTeX Warning: Reference `sec:fashionCaseStudies' on page 1 undefined on input line 8424. Underfull \vbox (badness 10000) has occurred while \output is active [] [246 ] LaTeX Warning: Reference `sec:personalGans' on page 1 undefined on input line 8 426. LaTeX Warning: Reference `chap:text' on page 1 undefined on input line 8426. Package natbib Warning: Citation `wu2014learning' on page 247 undefined on inpu t line 8439. Package natbib Warning: Citation `al2012finding' on page 247 undefined on input line 8440. Package natbib Warning: Citation `wu2014learning' on page 247 undefined on inpu t line 8441. LaTeX Warning: Reference `subsec:instanceReweight' on page 1 undefined on input line 8441. LaTeX Warning: Reference `eq:weightedMF' on page 1 undefined on input line 8445 . LaTeX Warning: Reference `chap:text' on page 1 undefined on input line 8450. LaTeX Warning: Reference `fig:hftIdea' on page 1 undefined on input line 8450. Package natbib Warning: Citation `pan2014click' on page 247 undefined on input line 8461. [247] LaTeX Warning: Reference `eq:imageRetrieval1' on page 1 undefined on input line 8468. LaTeX Warning: Reference `sec:hengelPaper' on page 1 undefined on input line 84 72. LaTeX Warning: Reference `eq:hengelPaper1' on page 1 undefined on input line 84 74. LaTeX Warning: Reference `eq:queryBased' on page 1 undefined on input line 8475 . LaTeX Warning: Reference `sec:reviewAware' on page 1 undefined on input line 84 76. LaTeX Warning: Reference `chap:text' on page 1 undefined on input line 8494. LaTeX Warning: Reference `sec:personalText' on page 1 undefined on input line 8 494. Package natbib Warning: Citation `hu2014style' on page 248 undefined on input l ine 8498. Package natbib Warning: Citation `davidson2010youtube' on page 248 undefined on input line 8498. LaTeX Warning: Reference `sec:neighborhood' on page 1 undefined on input line 8 498. Package natbib Warning: Citation `covington2016deep' on page 248 undefined on i nput line 8498. LaTeX Warning: Reference `subsec:BPR' on page 1 undefined on input line 8509. LaTeX Warning: Reference `eq:bprOptDiff' on page 1 undefined on input line 8510 . [248] LaTeX Warning: Reference `eq:vbprAttempt1' on page 1 undefined on input line 85 21. Package natbib Warning: Citation `he2015vbpr' on page 249 undefined on input li ne 8523. LaTeX Warning: Reference `eq:vbprAttempt2' on page 1 undefined on input line 85 32. LaTeX Warning: Reference `eq:MFscore' on page 1 undefined on input line 8534. Underfull \vbox (badness 2158) has occurred while \output is active [] [249] LaTeX Warning: Reference `eq:vbpr' on page 1 undefined on input line 8543. Package natbib Warning: Citation `he2015vbpr' on page 250 undefined on input li ne 8547. Package natbib Warning: Citation `he2016ups' on page 250 undefined on input lin e 8552. LaTeX Warning: Reference `sec:caseStudyNetflixTemporal' on page 1 undefined on input line 8552. Package natbib Warning: Citation `he2016ups' on page 250 undefined on input lin e 8558. [250] LaTeX Warning: Reference `sec:visualRec' on page 1 undefined on input line 8568 . LaTeX Warning: Reference `sec:neighborhood' on page 1 undefined on input line 8 570. LaTeX Warning: Reference `sec:neighborhood' on page 1 undefined on input line 8 571. [251] Package natbib Warning: Citation `mcauley2015image' on page 252 undefined on in put line 8599. LaTeX Warning: Reference `chap:temporalSequential' on page 1 undefined on input line 8606. LaTeX Warning: Reference `sec:PRME' on page 1 undefined on input line 8606. Package natbib Warning: Citation `mcauley2015image' on page 252 undefined on in put line 8609. Package natbib Warning: Citation `mcauley2015image' on page 252 undefined on in put line 8616. Package natbib Warning: Citation `jia2014caffe' on page 252 undefined on input line 8616. LaTeX Warning: Reference `subsec:VBPR' on page 1 undefined on input line 8616. [252] Package natbib Warning: Citation `mcauley2015image' on page 253 undefined on in put line 8632. LaTeX Warning: Reference `eq:hengelPaper1' on page 1 undefined on input line 86 33. Package natbib Warning: Citation `veit2015learning' on page 253 undefined on in put line 8635. LaTeX Warning: Reference `fig:Siamese' on page 1 undefined on input line 8635. LaTeX Warning: Reference `eq:hengelPaper1' on page 1 undefined on input line 86 35. LaTeX Warning: Reference `eq:hengelPaper1' on page 1 undefined on input line 86 35. Package natbib Warning: Citation `he2016learning' on page 253 undefined on inpu t line 8665. [253] Package natbib Warning: Citation `kang2019complete' on page 254 undefined on in put line 8679. LaTeX Warning: Reference `sec:hengelPaper' on page 1 undefined on input line 86 79. [254] LaTeX Warning: Reference `eq:hengelPaper1' on page 1 undefined on input line 86 89. LaTeX Warning: Reference `sec:hengelPaper' on page 1 undefined on input line 86 90. LaTeX Warning: Reference `subsec:attention' on page 1 undefined on input line 8 690. Package natbib Warning: Citation `xu2015show' on page 255 undefined on input li ne 8690. LaTeX Warning: Reference `sec:hengelPaper' on page 1 undefined on input line 86 92. Package natbib Warning: Citation `kang2019complete' on page 255 undefined on in put line 8695. Package natbib Warning: Citation `hsiao2018creating' on page 255 undefined on i nput line 8704. Package natbib Warning: Citation `hsiao2018creating' on page 255 undefined on i nput line 8707. LaTeX Warning: Reference `sec:reviewAware' on page 1 undefined on input line 87 07. Package natbib Warning: Citation `blei2003latent' on page 255 undefined on inpu t line 8707. [255] Package natbib Warning: Citation `hsiao2018creating' on page 256 undefined on i nput line 8710. Package natbib Warning: Citation `hsiao2018creating' on page 256 undefined on i nput line 8712. Package natbib Warning: Citation `hsiao2018creating' on page 256 undefined on i nput line 8713. LaTeX Warning: Reference `sec:hengelPaper' on page 1 undefined on input line 87 13. Package natbib Warning: Citation `bell2015learning' on page 256 undefined on in put line 8720. LaTeX Warning: Reference `sec:hengelPaper' on page 1 undefined on input line 87 21. Package natbib Warning: Citation `kang2019complete' on page 256 undefined on in put line 8724. LaTeX Warning: Reference `subsec:compatWild' on page 1 undefined on input line 8724. LaTeX Warning: Reference `subsec:compatWild' on page 1 undefined on input line 8725. [256] Package natbib Warning: Citation `he2016vista' on page 257 undefined on input l ine 8734. LaTeX Warning: Reference `subsec:VBPR' on page 1 undefined on input line 8734. LaTeX Warning: Reference `sec:markovCaseStudies' on page 1 undefined on input l ine 8734. Package natbib Warning: Citation `he2016vista' on page 257 undefined on input l ine 8734. LaTeX Warning: Reference `subsec:bartering' on page 1 undefined on input line 8 734. Package natbib Warning: Citation `wang2018path' on page 257 undefined on input line 8749. LaTeX Warning: Reference `sec:fashionCaseStudies' on page 1 undefined on input line 8753. LaTeX Warning: Reference `eq:nonMetricEq' on page 1 undefined on input line 875 7. [257] Package natbib Warning: Citation `wang2018path' on page 258 undefined on input line 8764. LaTeX Warning: Reference `chap:consequence' on page 1 undefined on input line 8 772. Package natbib Warning: Citation `he2016learning' on page 258 undefined on inpu t line 8774. LaTeX Warning: Reference `eq:hengelPaper1' on page 1 undefined on input line 87 80. LaTeX Warning: Reference `eq:compEq' on page 1 undefined on input line 8780. Package natbib Warning: Citation `he2016learning' on page 258 undefined on inpu t line 8782. LaTeX Warning: Reference `eq:compEq' on page 1 undefined on input line 8782. Package natbib Warning: Citation `he2016learning' on page 258 undefined on inpu t line 8782. Package natbib Warning: Citation `jacobs1991adaptive' on page 258 undefined on input line 8783. [258] Package natbib Warning: Citation `hao2020p' on page 259 undefined on input line 8798. LaTeX Warning: Reference `eq:compEq' on page 1 undefined on input line 8798. Package natbib Warning: Citation `he2015vbpr' on page 259 undefined on input li ne 8806. LaTeX Warning: Reference `eq:vbprAttempt2' on page 1 undefined on input line 88 07. LaTeX Warning: Reference `eq:hengelPaper2' on page 1 undefined on input line 88 08. [259] LaTeX Warning: Reference `eq:hengelPaper2' on page 1 undefined on input line 88 22. LaTeX Warning: Reference `eq:hengelPaper2' on page 1 undefined on input line 88 30. LaTeX Warning: Reference `chap:text' on page 1 undefined on input line 8869. LaTeX Warning: Reference `sec:textBasics' on page 1 undefined on input line 886 9. LaTeX Warning: Reference `sec:personalText' on page 1 undefined on input line 8 869. LaTeX Warning: Reference `sec:personalTextGeneration' on page 1 undefined on in put line 8869. [260] Package natbib Warning: Citation `goodfellow2014generative' on page 261 undefin ed on input line 8875. Package natbib Warning: Citation `mirza2014conditional' on page 261 undefined o n input line 8879. LaTeX Warning: Reference `fig:GANdiagram' on page 1 undefined on input line 888 3. Package natbib Warning: Citation `kang2017visually' on page 261 undefined on in put line 8944. Package natbib Warning: Citation `kang2017visually' on page 261 undefined on in put line 8946. LaTeX Warning: Reference `subsec:VBPR' on page 1 undefined on input line 8946. LaTeX Warning: Reference `fig:GANdiagram' on page 1 undefined on input line 894 6. LaTeX Warning: Reference `eq:vbprAttempt2' on page 1 undefined on input line 89 46. Underfull \vbox (badness 2326) has occurred while \output is active [] [261] Package natbib Warning: Citation `kang2017visually' on page 262 undefined on in put line 8952. LaTeX Warning: Reference `eq:WCGAN' on page 1 undefined on input line 8952. LaTeX Warning: Reference `eq:WCGAN' on page 1 undefined on input line 8952. LaTeX Warning: Reference `subsec:imageComCode' on page 1 undefined on input lin e 8964. Package natbib Warning: Citation `mcauley2015image' on page 262 undefined on in put line 8964. [262] LaTeX Warning: Reference `ex:vis1' on page 263 undefined on input line 8968. LaTeX Warning: Reference `sec:whyInner' on page 1 undefined on input line 8969. LaTeX Warning: Reference `subsec:imageComCode' on page 1 undefined on input lin e 8972. LaTeX Warning: Reference `fig:item2vec' on page 1 undefined on input line 8982. Package natbib Warning: Citation `mcinnes2018umap' on page 263 undefined on inp ut line 8984. [263] LaTeX Warning: Reference `fig:item2vecTSNE' on page 1 undefined on input line 8 996. File: fig/item2vecTSNE.pdf Graphic file (type pdf) Package pdftex.def Info: fig/item2vecTSNE.pdf used on input line 8999. (pdftex.def) Requested size: 162.60709pt x 162.60709pt. LaTeX Warning: Reference `fig:item2vec' on page 1 undefined on input line 9002. LaTeX Warning: Reference `fig:item2vec' on page 1 undefined on input line 9002. LaTeX Warning: Reference `sec:fashionCaseStudies' on page 1 undefined on input line 9015. LaTeX Warning: Reference `sec:fashionCaseStudies' on page 1 undefined on input line 9017. LaTeX Warning: Reference `subsec:imageComCode' on page 1 undefined on input lin e 9017. [264 <./fig/item2vecTSNE.pdf>] Package natbib Warning: Citation `mcauley2015image' on page 265 undefined on in put line 9019. Package natbib Warning: Citation `mcauley2015image' on page 265 undefined on in put line 9020. LaTeX Warning: Reference `subsec:compatWild' on page 1 undefined on input line 9021. LaTeX Warning: Reference `eq:nonMetricComp' on page 1 undefined on input line 9 030. LaTeX Warning: Reference `subsec:imageComCode' on page 1 undefined on input lin e 9031. LaTeX Warning: Reference `eq:nonMetricEq' on page 1 undefined on input line 903 1. LaTeX Warning: Reference `eq:hengelPaper3' on page 1 undefined on input line 90 35. LaTeX Warning: Reference `ex:TSNE' on page 265 undefined on input line 9038. [265] [266] Chapter 10. Package natbib Warning: Citation `dwork2012fairness' on page 267 undefined on i nput line 9053. LaTeX Warning: Reference `sec:filterBubble' on page 1 undefined on input line 9 057. LaTeX Warning: Reference `sec:filterBubble' on page 1 undefined on input line 9 058. LaTeX Warning: Reference `sec:fairness' on page 1 undefined on input line 9059. LaTeX Warning: Reference `subsec:calibration' on page 1 undefined on input line 9060. LaTeX Warning: Reference `sec:multisided' on page 1 undefined on input line 906 1. [267 ] LaTeX Warning: Reference `fig:InnerNN' on page 1 undefined on input line 9064. LaTeX Warning: Reference `subsec:matrixFactor' on page 1 undefined on input lin e 9066. LaTeX Warning: Reference `fig:InnerNN' on page 1 undefined on input line 9067. LaTeX Warning: Reference `fig:InnerNN' on page 1 undefined on input line 9067. File: fig/recPointsInner.pdf Graphic file (type pdf) Package pdftex.def Info: fig/recPointsInner.pdf used on input line 9071. (pdftex.def) Requested size: 135.5059pt x 135.5059pt. File: fig/recPointsNN.pdf Graphic file (type pdf) Package pdftex.def Info: fig/recPointsNN.pdf used on input line 9072. (pdftex.def) Requested size: 135.5059pt x 135.5059pt. [268 <./fig/recPointsInner.pdf> <./fig/recPointsNN.pdf pdfTeX warning: pdflatex (file ./fig/recPointsNN.pdf): PDF inclusion: multiple pdfs with page group included in a single page >] LaTeX Warning: Reference `subsec:BPRTensorflow' on page 1 undefined on input li ne 9096. LaTeX Warning: Reference `sec:implicit' on page 1 undefined on input line 9106. LaTeX Warning: Reference `fig:recDiversityComics' on page 1 undefined on input line 9113. File: fig/diversityDist.pdf Graphic file (type pdf) Package pdftex.def Info: fig/diversityDist.pdf used on input line 9117. (pdftex.def) Requested size: 135.5059pt x 108.40471pt. File: fig/diversityDist2.pdf Graphic file (type pdf) Package pdftex.def Info: fig/diversityDist2.pdf used on input line 9118. (pdftex.def) Requested size: 135.5059pt x 108.40471pt. [269] Package natbib Warning: Citation `pariser2011filter' on page 270 undefined on i nput line 9165. [270 <./fig/diversityDist.pdf> <./fig/diversityDist2.pdf pdfTeX warning: pdflatex (file ./fig/diversityDist2.pdf): PDF inclusion: multip le pdfs with page group included in a single page >] Package natbib Warning: Citation `fleder2009blockbuster' on page 271 undefined on input line 9176. Package natbib Warning: Citation `brynjolfsson2006niches' on page 271 undefined on input line 9176. Package natbib Warning: Citation `mooney2000content' on page 271 undefined on i nput line 9176. LaTeX Warning: Reference `sec:diversification' on page 1 undefined on input lin e 9180. Package natbib Warning: Citation `fleder2009blockbuster' on page 271 undefined on input line 9186. Package natbib Warning: Citation `nguyen2014exploring' on page 271 undefined on input line 9186. Package natbib Warning: Citation `fleder2009blockbuster' on page 271 undefined on input line 9190. [271] Package natbib Warning: Citation `nguyen2014exploring' on page 272 undefined on input line 9192. Package natbib Warning: Citation `nguyen2014exploring' on page 272 undefined on input line 9195. LaTeX Warning: Reference `subsec:filter' on page 1 undefined on input line 9200 . Package natbib Warning: Citation `zhou2010impact' on page 272 undefined on inpu t line 9203. Package natbib Warning: Citation `ribeiro2020auditing' on page 272 undefined on input line 9216. [272] LaTeX Warning: Reference `fig:InnerNN' on page 1 undefined on input line 9230. LaTeX Warning: Reference `sec:otherMetrics' on page 1 undefined on input line 9 235. LaTeX Warning: Reference `sec:caseStudiesDiverse' on page 1 undefined on input line 9239. LaTeX Warning: Reference `tab:divTech' on page 1 undefined on input line 9242. Package natbib Warning: Citation `carbonell1998use' on page 273 undefined on in put line 9248. Package natbib Warning: Citation `adomavicius2011improving' on page 273 undefin ed on input line 9248. Package natbib Warning: Citation `wilhelm2018practical' on page 273 undefined o n input line 9248. Package natbib Warning: Citation `zhang2012auralist' on page 273 undefined on i nput line 9248. Package natbib Warning: Citation `steck2018calibrated' on page 273 undefined on input line 9248. LaTeX Warning: Reference `sec:MMR' on page 1 undefined on input line 9264. LaTeX Warning: Reference `susbsec:rerank' on page 1 undefined on input line 926 4. LaTeX Warning: Reference `subsec:dpps' on page 1 undefined on input line 9264. LaTeX Warning: Reference `subsec:serendipity' on page 1 undefined on input line 9264. LaTeX Warning: Reference `subsec:calibration' on page 1 undefined on input line 9264. Package natbib Warning: Citation `carbonell1998use' on page 273 undefined on in put line 9277. [273] [274] Package natbib Warning: Citation `adomavicius2011improving' on page 275 undefin ed on input line 9299. Overfull \hbox (3.05013pt too wide) in paragraph at lines 9299--9303 \OT1/txr/m/n/10 ap-proach as-sumes the pres-ence of three com-po-nents: first, a com-pat-i-bil-ity score, [] Package natbib Warning: Citation `adomavicius2011improving' on page 275 undefin ed on input line 9304. LaTeX Warning: Reference `sec:tfidf' on page 1 undefined on input line 9308. Package natbib Warning: Citation `adomavicius2011improving' on page 275 undefin ed on input line 9310. Package natbib Warning: Citation `adomavicius2011improving' on page 275 undefin ed on input line 9322. LaTeX Warning: Reference `sec:MMR' on page 1 undefined on input line 9325. LaTeX Warning: Reference `sec:multisided' on page 1 undefined on input line 932 6. [275] Package natbib Warning: Citation `kulesza2012determinantal' on page 276 undefin ed on input line 9336. Package natbib Warning: Citation `wilhelm2018practical' on page 276 undefined o n input line 9340. LaTeX Warning: Reference `subsec:cumGain' on page 1 undefined on input line 934 9. LaTeX Warning: Reference `subsec:cumGain' on page 1 undefined on input line 935 1. Package natbib Warning: Citation `wilhelm2018practical' on page 276 undefined o n input line 9353. Underfull \vbox (badness 10000) has occurred while \output is active [] [276] LaTeX Warning: Reference `eq:dpp1' on page 1 undefined on input line 9380. Package natbib Warning: Citation `wilhelm2018practical' on page 277 undefined o n input line 9380. LaTeX Warning: Reference `sec:MMR' on page 1 undefined on input line 9380. LaTeX Warning: Reference `eq:dppParams' on page 1 undefined on input line 9383. LaTeX Warning: Reference `sec:MMR' on page 1 undefined on input line 9401. LaTeX Warning: Reference `susbsec:rerank' on page 1 undefined on input line 940 3. [277] LaTeX Warning: Reference `eq:MMR' on page 1 undefined on input line 9405. LaTeX Warning: Reference `subsec:batchBased' on page 1 undefined on input line 9407. LaTeX Warning: Reference `eq:MMR' on page 1 undefined on input line 9420. LaTeX Warning: Reference `eq:MMR' on page 1 undefined on input line 9436. LaTeX Warning: Reference `sec:retrieval' on page 1 undefined on input line 9450 . [278] LaTeX Warning: Reference `tab:diverseRec' on page 1 undefined on input line 945 3. Underfull \hbox (badness 4108) in paragraph at lines 9477--9477 []|\OT1/txr/m/n/9 Samuel Smith's Nut [] Underfull \hbox (badness 4108) in paragraph at lines 9477--9477 []|\OT1/txr/m/n/9 Samuel Smith's Nut [] Underfull \hbox (badness 4673) in paragraph at lines 9477--9477 []|\OT1/txr/m/n/9 Oil Of Aphrodite - [] Underfull \hbox (badness 1609) in paragraph at lines 9477--9477 []|\OT1/txr/m/n/9 Samuel Smith's Oat- [] Underfull \hbox (badness 10000) in paragraph at lines 9477--9477 []|\OT1/txr/m/n/9 Great Lakes Grass- [] Underfull \hbox (badness 10000) in paragraph at lines 9477--9477 []|\OT1/txr/m/n/9 Dogwood Deca-dent [] Underfull \hbox (badness 1895) in paragraph at lines 9477--9477 []|\OT1/txr/m/n/9 Northern Hemi-sphere [] Underfull \hbox (badness 10000) in paragraph at lines 9477--9477 []|\OT1/txr/m/n/9 Cantillon Gueuze [] LaTeX Warning: Reference `subsec:empirical' on page 1 undefined on input line 9 490. LaTeX Warning: Reference `sec:spotify' on page 1 undefined on input line 9492. LaTeX Warning: Reference `subsec:filter' on page 1 undefined on input line 9492 . [279] Package natbib Warning: Citation `anderson2020algorithmic' on page 280 undefine d on input line 9498. Package natbib Warning: Citation `fleder2009blockbuster' on page 280 undefined on input line 9505. Package natbib Warning: Citation `anderson2020algorithmic' on page 280 undefine d on input line 9505. LaTeX Warning: Reference `sec:item2Vec' on page 1 undefined on input line 9508. Package natbib Warning: Citation `waller2019generalists' on page 280 undefined on input line 9508. [280] Package natbib Warning: Citation `anderson2020algorithmic' on page 281 undefine d on input line 9518. Package natbib Warning: Citation `hansen2021shifting' on page 281 undefined on input line 9529. Package natbib Warning: Citation `anderson2020algorithmic' on page 281 undefine d on input line 9530. Package natbib Warning: Citation `hansen2021shifting' on page 281 undefined on input line 9532. [281] Package natbib Warning: Citation `bakshy2015exposure' on page 282 undefined on input line 9540. Package natbib Warning: Citation `flaxman2016filter' on page 282 undefined on i nput line 9554. [282] Package natbib Warning: Citation `flaxman2016filter' on page 283 undefined on i nput line 9563. Package natbib Warning: Citation `haim2018burst' on page 283 undefined on input line 9570. Package natbib Warning: Citation `bakshy2015exposure' on page 283 undefined on input line 9570. [283] Package natbib Warning: Citation `haim2018burst' on page 284 undefined on input line 9578. Package natbib Warning: Citation `haim2018burst' on page 284 undefined on input line 9580. Package natbib Warning: Citation `bakshy2015exposure' on page 284 undefined on input line 9584. Package natbib Warning: Citation `haim2018burst' on page 284 undefined on input line 9584. Package natbib Warning: Citation `bakshy2015exposure' on page 284 undefined on input line 9584. Package natbib Warning: Citation `haim2018burst' on page 284 undefined on input line 9584. [284] Package natbib Warning: Citation `hao2020p' on page 285 undefined on input line 9604. Package natbib Warning: Citation `kaminskas2016diversity' on page 285 undefined on input line 9609. Package natbib Warning: Citation `kaminskas2016diversity' on page 285 undefined on input line 9612. LaTeX Warning: Reference `sec:MMR' on page 1 undefined on input line 9614. LaTeX Warning: Reference `subsec:convRec' on page 1 undefined on input line 961 6. Package natbib Warning: Citation `markowitz1968portfolio' on page 285 undefined on input line 9617. Package natbib Warning: Citation `kaminskas2016diversity' on page 285 undefined on input line 9630. Package natbib Warning: Citation `kotkov2018investigating' on page 285 undefine d on input line 9630. Package natbib Warning: Citation `zhang2012auralist' on page 285 undefined on i nput line 9640. LaTeX Warning: Reference `sec:cosine' on page 1 undefined on input line 9641. LaTeX Warning: Reference `susbsec:rerank' on page 1 undefined on input line 964 1. [285] Package natbib Warning: Citation `zhang2012auralist' on page 286 undefined on i nput line 9650. LaTeX Warning: Reference `eq:auralistSerendipity' on page 1 undefined on input line 9650. Package natbib Warning: Citation `zhang2012auralist' on page 286 undefined on i nput line 9651. Package natbib Warning: Citation `kotkov2018investigating' on page 286 undefine d on input line 9656. LaTeX Warning: Reference `subsec:unexpected' on page 1 undefined on input line 9661. Overfull \hbox (0.3101pt too wide) in paragraph at lines 9656--9663 \OT1/txr/m/n/10 Given the am-bigu-ous na-ture of the pre-cise def-i-ni-tion of serendip-ity, \OT1/txr/bx/n/10 ? \OT1/txr/m/n/10 at-tempted [] Package natbib Warning: Citation `wang2020impacts' on page 286 undefined on inp ut line 9667. LaTeX Warning: Reference `eq:adomDiv' on page 1 undefined on input line 9667. Package natbib Warning: Citation `wang2020impacts' on page 286 undefined on inp ut line 9672. [286] Package natbib Warning: Citation `adamopoulos2014unexpectedness' on page 287 un defined on input line 9691. Package natbib Warning: Citation `adamopoulos2014unexpectedness' on page 287 un defined on input line 9699. Package natbib Warning: Citation `adamopoulos2014unexpectedness' on page 287 un defined on input line 9700. Package natbib Warning: Citation `li2020purs' on page 287 undefined on input li ne 9703. [287] Package natbib Warning: Citation `steck2018calibrated' on page 288 undefined on input line 9721. Package natbib Warning: Citation `steck2018calibrated' on page 288 undefined on input line 9741. [288] Package natbib Warning: Citation `steck2018calibrated' on page 289 undefined on input line 9746. Package natbib Warning: Citation `steck2018calibrated' on page 289 undefined on input line 9748. LaTeX Warning: Reference `eq:calibrated' on page 1 undefined on input line 9748 . Package natbib Warning: Citation `chouldechova2017fair' on page 289 undefined o n input line 9771. Package natbib Warning: Citation `mehrabi2019survey' on page 289 undefined on i nput line 9789. LaTeX Warning: Reference `sec:type1type2' on page 1 undefined on input line 979 1. Package natbib Warning: Citation `kamiran2009classifying' on page 289 undefined on input line 9791. Package natbib Warning: Citation `zafar2017fairness' on page 289 undefined on i nput line 9791. [289] Package natbib Warning: Citation `yao2017beyond' on page 290 undefined on input line 9794. Package natbib Warning: Citation `yao2017beyond' on page 290 undefined on input line 9800. LaTeX Warning: Reference `eq:MFscore' on page 1 undefined on input line 9809. LaTeX Warning: Reference `eq:valueUnfairness' on page 1 undefined on input line 9812. [290] Package natbib Warning: Citation `yao2017beyond' on page 291 undefined on input line 9819. LaTeX Warning: Reference `sec:evaluatingClassifiers' on page 1 undefined on inp ut line 9826. Package natbib Warning: Citation `yao2017beyond' on page 291 undefined on input line 9828. LaTeX Warning: Reference `eq:MFObjective' on page 1 undefined on input line 982 9. Package natbib Warning: Citation `yao2017beyond' on page 291 undefined on input line 9838. Package natbib Warning: Citation `burke2017multisided' on page 291 undefined on input line 9846. Package natbib Warning: Citation `pizzato2010recon' on page 291 undefined on in put line 9849. [291] Package natbib Warning: Citation `burke2017multisided' on page 292 undefined on input line 9852. Package natbib Warning: Citation `burke2017multisided' on page 292 undefined on input line 9855. LaTeX Warning: Reference `sec:genderCaseStudies' on page 1 undefined on input l ine 9855. LaTeX Warning: Reference `sec:genderCaseStudies' on page 1 undefined on input l ine 9857. LaTeX Warning: Reference `tab:fairObj' on page 1 undefined on input line 9857. Package natbib Warning: Citation `yao2017beyond' on page 292 undefined on input line 9868. Package natbib Warning: Citation `ekstrand2018exploring' on page 292 undefined on input line 9868. Package natbib Warning: Citation `wan2020addressing' on page 292 undefined on i nput line 9868. LaTeX Warning: Reference `sec:fairness' on page 1 undefined on input line 9882. LaTeX Warning: Reference `sec:fairness' on page 1 undefined on input line 9882. LaTeX Warning: Reference `sec:genderBook' on page 1 undefined on input line 988 2. LaTeX Warning: Reference `subsec:genderMarket' on page 1 undefined on input lin e 9882. Package natbib Warning: Citation `lipton2018does' on page 292 undefined on inpu t line 9893. LaTeX Warning: Reference `sec:fairness' on page 1 undefined on input line 9894. LaTeX Warning: Reference `sec:binaryFeat' on page 1 undefined on input line 989 4. Underfull \vbox (badness 7186) has occurred while \output is active [] [292] ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.9902 for d in parse('b eer.json.gz'): ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.9902 for d in parse('beer.json.gz') : ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.9903 g = 'u ser/gender' in d and d['user/gender'] == 'Male' ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.9903 g = 'user/gender' in d and d['user/gender'] == 'Male' ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.9903 g = 'user/gender' in d and d['u ser/gender'] == 'Male' ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.9903 ... 'user/gender' in d and d['user/gender'] == 'Male' ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.9903 .../gender' in d and d['user/gender'] == 'M ale' ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.9903 ...der' in d and d['user/gender'] == 'Male' ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.9904 u = d['u ser/profileName'] ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.9904 u = d['user/profileName'] ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.9905 i = d['b eer/beerId'] ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.9905 i = d['beer/beerId'] ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.9906 r = d['r eview/overall'] ? ! Undefined control sequence. \lst@um'@ ->\lst@ifupquote \textquotesingle \else \char 39\relax \fi l.9906 r = d['review/overall'] ? LaTeX Warning: Reference `eq:absoluteUnfairness' on page 1 undefined on input l ine 9938. LaTeX Warning: Reference `eq:absoluteUnfairness' on page 1 undefined on input l ine 9948. Underfull \vbox (badness 10000) has occurred while \output is active [] [293] Package natbib Warning: Citation `yao2017beyond' on page 294 undefined on input line 9962. Package natbib Warning: Citation `ekstrand2018all' on page 294 undefined on inp ut line 9966. Package natbib Warning: Citation `yao2017beyond' on page 294 undefined on input line 9966. LaTeX Warning: Reference `sec:fairness' on page 1 undefined on input line 9966. LaTeX Warning: Reference `eq:absoluteUnfairness' on page 1 undefined on input l ine 9967. Package natbib Warning: Citation `harper2015movielens' on page 294 undefined on input line 9967. Package natbib Warning: Citation `celma2008music' on page 294 undefined on inpu t line 9967. Package natbib Warning: Citation `yao2017beyond' on page 294 undefined on input line 9969. LaTeX Warning: Reference `eq:fairnessTradeOff' on page 1 undefined on input lin e 9971. Package natbib Warning: Citation `ekstrand2018all' on page 294 undefined on inp ut line 9971. Package natbib Warning: Citation `kamiran2009classifying' on page 294 undefined on input line 9971. LaTeX Warning: Reference `subsec:optimizeBalanced' on page 1 undefined on input line 9971. Package natbib Warning: Citation `ekstrand2018all' on page 294 undefined on inp ut line 9973. Package natbib Warning: Citation `bellogin2011precision' on page 294 undefined on input line 9973. Package natbib Warning: Citation `ekstrand2018exploring' on page 294 undefined on input line 9980. LaTeX Warning: Reference `sec:multisided' on page 1 undefined on input line 998 1. [294] Package natbib Warning: Citation `ziegler2005improving' on page 295 undefined o n input line 9985. Package natbib Warning: Citation `mcauley2015image' on page 295 undefined on in put line 9986. Package natbib Warning: Citation `wan2018item' on page 295 undefined on input l ine 9987. Package natbib Warning: Citation `ekstrand2018exploring' on page 295 undefined on input line 9990. Overfull \hbox (1.5001pt too wide) in paragraph at lines 9990--9991 []\OT1/txr/bx/n/10 ? \OT1/txr/m/n/10 be-gin by an-a-lyz-ing the over-all gen-de r dis-tri-bu-tion of au-thors in the datasets, [] LaTeX Warning: Reference `subsec:filter' on page 1 undefined on input line 9996 . LaTeX Warning: Reference `subsec:calibration' on page 1 undefined on input line 9996. Package natbib Warning: Citation `wan2020addressing' on page 295 undefined on i nput line 10003. LaTeX Warning: Reference `sec:multisided' on page 1 undefined on input line 100 05. [295] Package natbib Warning: Citation `ekstrand2018exploring' on page 296 undefined on input line 10008. Package natbib Warning: Citation `wan2020addressing' on page 296 undefined on i nput line 10009. LaTeX Warning: Reference `sec:genderBook' on page 1 undefined on input line 100 16. LaTeX Warning: Reference `eq:absoluteUnfairness' on page 1 undefined on input l ine 10018. [296] Package natbib Warning: Citation `wan2020addressing' on page 297 undefined on i nput line 10037. LaTeX Warning: Reference `eq:fairnessTradeOff' on page 1 undefined on input lin e 10041. LaTeX Warning: Reference `sec:implementDiverse' on page 1 undefined on input li ne 10069. LaTeX Warning: Reference `sec:diversification' on page 1 undefined on input lin e 10074. LaTeX Warning: Reference `eq:adomDiv' on page 1 undefined on input line 10074. LaTeX Warning: Reference `eq:dpp1' on page 1 undefined on input line 10074. LaTeX Warning: Reference `sec:evaluateRec' on page 1 undefined on input line 10 076. LaTeX Warning: Reference `eq:MMR' on page 1 undefined on input line 10076. LaTeX Warning: Reference `ex:diversity1' on page 297 undefined on input line 10 079. LaTeX Warning: Reference `subsec:empirical' on page 1 undefined on input line 1 0079. LaTeX Warning: Reference `subsec:simulation' on page 1 undefined on input line 10079. LaTeX Warning: Reference `sec:measuringGini' on page 1 undefined on input line 10079. LaTeX Warning: Reference `eq:gini' on page 1 undefined on input line 10079. [297] LaTeX Warning: Reference `ex:diversity1' on page 298 undefined on input line 10 082. LaTeX Warning: Reference `ex:diversity1' on page 298 undefined on input line 10 085. LaTeX Warning: Reference `sec:fairness' on page 1 undefined on input line 10086 . LaTeX Warning: Reference `proj:fairBeer' on page 298 undefined on input line 10 086. LaTeX Warning: Reference `eq:demographic' on page 1 undefined on input line 100 86. Package natbib Warning: Citation `ekstrand2018exploring' on page 298 undefined on input line 10086. Overfull \hbox (10.59009pt too wide) in paragraph at lines 10086--10090 \OT1/txr/m/n/10 mender sys-tems; al-though we'll ex-plore these ob-jec-tives mo re in Project [], [] LaTeX Warning: Reference `chap:modelbasedRecsys' on page 1 undefined on input l ine 10097. LaTeX Warning: Reference `sec:binaryFeat' on page 1 undefined on input line 100 99. LaTeX Warning: Reference `sec:genderCaseStudies' on page 1 undefined on input l ine 10099. [298] LaTeX Warning: Reference `subsec:matrixFactor' on page 1 undefined on input lin e 10114. LaTeX Warning: Reference `sec:fairness' on page 1 undefined on input line 10115 . Overfull \hbox (0.65013pt too wide) in paragraph at lines 10115--10116 []\OT1/txr/m/n/10 Using the above model, com-pute the four fair-ness met-rics f rom [] (i.e., value [] Overfull \hbox (1.62006pt too wide) in paragraph at lines 10115--10116 \OT1/txr/m/n/10 un-fair-ness, ab-so-lute un-fair-ness, under- and over-estimati on un-fair-ness), com- [] LaTeX Warning: Reference `eq:gini' on page 1 undefined on input line 10117. LaTeX Warning: Reference `fig:recDiversityComics' on page 1 undefined on input line 10117. [299] [300 ] No file maincleanindex.bbl. No file maincleanindex.ind. Package natbib Warning: There were undefined citations. Package atveryend Info: Empty hook `BeforeClearDocument' on input line 10140. Package atveryend Info: Empty hook `AfterLastShipout' on input line 10140. (./maincleanindex.aux) Package atveryend Info: Executing hook `AtVeryEndDocument' on input line 10140. Package atveryend Info: Executing hook `AtEndAfterFileList' on input line 10140 . Package rerunfilecheck Info: File `maincleanindex.out' has not changed. (rerunfilecheck) Checksum: 17E33818666D42B8656DA35D42608359;7743. LaTeX Font Warning: Some font shapes were not available, defaults substituted. LaTeX Warning: There were undefined references. LaTeX Warning: Label(s) may have changed. Rerun to get cross-references right. Package atveryend Info: Empty hook `AtVeryVeryEnd' on input line 10140. ) Here is how much of TeX's memory you used: 38665 strings out of 494953 758562 string characters out of 6180976 964127 words of memory out of 5000000 39578 multiletter control sequences out of 15000+600000 104045 words of font info for 246 fonts, out of 8000000 for 9000 14 hyphenation exceptions out of 8191 55i,20n,71p,10365b,1238s stack positions out of 5000i,500n,10000p,200000b,80000s {/usr/share/texlive/texmf-dist/fonts/enc/dvips/base/8r.enc} Output written on maincleanindex.pdf (316 pages, 3387949 bytes). PDF statistics: 4808 PDF objects out of 5155 (max. 8388607) 4306 compressed objects within 44 object streams 1742 named destinations out of 2073 (max. 500000) 1255 words of extra memory for PDF output out of 10000 (max. 10000000)