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add corrections to themis-ml paper
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@cosmicBboy
cosmicBboy committed Jan 9, 2018
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45 changes: 22 additions & 23 deletions paper/journal_tech_human_services/main.aux
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\citation{o2017weapons}
\citation{yoshimura2006decision,montgomery2000evaluation,barnett1987dxplain,mysiak2005towards}
\citation{o2017weapons}
\citation{kusner2017counterfactual,kamiran2012data,kamishima2012fairness,kamiran2012decision,zemel2013learning,zafar2017fairness,dwork2012fairness,zliobaite2015survey}
\citation{bache2013uci}
\citation{kusner2017counterfactual,kamiran2012data,kamishima2012fairness,kamiran2012decision,zemel2013learning,zafar2017fairness,Dwork:2012:FTA:2090236.2090255,zliobaite2015survey}
\citation{Lichman:2013}
\@writefile{toc}{\contentsline {section}{\normalfont { Themis-ml: A Fairness-aware Machine Learning Interface for \\ End-to-end Discrimination Discovery and Mitigation }}{3}}
\@writefile{toc}{\contentsline {section}{Introduction}{3}}
\citation{barocas2016big}
\citation{kusner2017counterfactual,kamiran2012data}
\citation{kusner2017counterfactual}
\citation{dwork2012fairness}
\citation{Dwork:2012:FTA:2090236.2090255}
\@writefile{toc}{\contentsline {section}{Bias and Discrimination}{4}}
\citation{scikit-learn}
\citation{buitinck2013api}
Expand All @@ -28,28 +28,27 @@
\zref@newlabel{mdf@pagelabel-2}{\default{}\page{8}\abspage{8}\mdf@pagevalue{8}}
\zref@newlabel{mdf@pagelabel-3}{\default{}\page{8}\abspage{8}\mdf@pagevalue{8}}
\citation{kamishima2012fairness}
\citation{ng2004feature,ribeiro2016should}
\citation{ng2004feature,ribeiro2016should,park2007l1}
\zref@newlabel{mdf@pagelabel-4}{\default{}\page{9}\abspage{9}\mdf@pagevalue{9}}
\@writefile{toc}{\contentsline {subsection}{Estimator}{9}}
\zref@newlabel{mdf@pagelabel-5}{\default{}\page{9}\abspage{9}\mdf@pagevalue{9}}
\citation{kusner2017counterfactual}
\citation{kamiran2012decision}
\citation{kamiran2012decision}
\zref@newlabel{mdf@pagelabel-5}{\default{}\page{10}\abspage{10}\mdf@pagevalue{10}}
\zref@newlabel{mdf@pagelabel-6}{\default{}\page{10}\abspage{10}\mdf@pagevalue{10}}
\zref@newlabel{mdf@pagelabel-7}{\default{}\page{10}\abspage{10}\mdf@pagevalue{10}}
\@writefile{toc}{\contentsline {subsection}{Predictor}{10}}
\citation{kamiran2012decision}
\zref@newlabel{mdf@pagelabel-8}{\default{}\page{11}\abspage{11}\mdf@pagevalue{11}}
\zref@newlabel{mdf@pagelabel-7}{\default{}\page{11}\abspage{11}\mdf@pagevalue{11}}
\citation{zliobaite2015survey}
\citation{zliobaite2015survey}
\zref@newlabel{mdf@pagelabel-9}{\default{}\page{12}\abspage{12}\mdf@pagevalue{12}}
\zref@newlabel{mdf@pagelabel-8}{\default{}\page{12}\abspage{12}\mdf@pagevalue{12}}
\@writefile{toc}{\contentsline {subsection}{Scorer}{12}}
\zref@newlabel{mdf@pagelabel-10}{\default{}\page{12}\abspage{12}\mdf@pagevalue{12}}
\citation{zliobaite2015survey}
\citation{zliobaite2015survey}
\zref@newlabel{mdf@pagelabel-9}{\default{}\page{13}\abspage{13}\mdf@pagevalue{13}}
\zref@newlabel{mdf@pagelabel-10}{\default{}\page{13}\abspage{13}\mdf@pagevalue{13}}
\citation{bache2013uci}
\zref@newlabel{mdf@pagelabel-11}{\default{}\page{13}\abspage{13}\mdf@pagevalue{13}}
\zref@newlabel{mdf@pagelabel-12}{\default{}\page{13}\abspage{13}\mdf@pagevalue{13}}
\zref@newlabel{mdf@pagelabel-11}{\default{}\page{14}\abspage{14}\mdf@pagevalue{14}}
\@writefile{toc}{\contentsline {section}{Evaluating Themis-ml}{14}}
\@writefile{toc}{\contentsline {subsection}{Experimental Procedure}{15}}
\citation{kusner2017counterfactual}
Expand All @@ -60,21 +59,21 @@
\@writefile{toc}{\contentsline {section}{Discussion}{18}}
\citation{*}
\bibdata{references}
\bibcite{bache2013uci}{{1}{{\APACyear {2013}}}{{Bache\ \BBA {} Lichman}}{{Bache\ \BBA {} Lichman}}}
\bibcite{barnett1987dxplain}{{2}{{\APACyear {1987}}}{{Barnett\ \BOthers {.}}}{{Barnett, Cimino, Hupp,{}\ \BBA {} Hoffer}}}
\bibcite{barocas2016big}{{3}{{\APACyear {2016}}}{{Barocas\ \BBA {} Selbst}}{{Barocas\ \BBA {} Selbst}}}
\bibcite{buitinck2013api}{{4}{{\APACyear {2013}}}{{Buitinck\ \BOthers {.}}}{{Buitinck\ \BOthers {.}}}}
\bibcite{dwork2012fairness}{{5}{{\APACyear {2012}}}{{Dwork\ \BOthers {.}}}{{Dwork, Hardt, Pitassi, Reingold,{}\ \BBA {} Zemel}}}
\bibcite{fortmann2012understanding}{{6}{{\APACyear {2012}}}{{Fortmann-Roe}}{{Fortmann-Roe}}}
\bibcite{kamiran2012data}{{7}{{\APACyear {2012}}}{{Kamiran\ \BBA {} Calders}}{{Kamiran\ \BBA {} Calders}}}
\bibcite{kamiran2012decision}{{8}{{\APACyear {2012}}}{{Kamiran\ \BOthers {.}}}{{Kamiran, Karim,{}\ \BBA {} Zhang}}}
\bibcite{kamishima2012fairness}{{9}{{\APACyear {2012}}}{{Kamishima\ \BOthers {.}}}{{Kamishima, Akaho, Asoh,{}\ \BBA {} Sakuma}}}
\bibcite{kusner2017counterfactual}{{10}{{\APACyear {2017}}}{{Kusner\ \BOthers {.}}}{{Kusner, Loftus, Russell,{}\ \BBA {} Silva}}}
\bibcite{montgomery2000evaluation}{{11}{{\APACyear {2000}}}{{Montgomery\ \BOthers {.}}}{{Montgomery, Fahey, Peters, MacIntosh,{}\ \BBA {} Sharp}}}
\bibcite{barnett1987dxplain}{{1}{{\APACyear {1987}}}{{Barnett\ \BOthers {.}}}{{Barnett, Cimino, Hupp,{}\ \BBA {} Hoffer}}}
\bibcite{barocas2016big}{{2}{{\APACyear {2016}}}{{Barocas\ \BBA {} Selbst}}{{Barocas\ \BBA {} Selbst}}}
\bibcite{DBLP:journals/corr/BuitinckLBPMGNPGGLVJHV13}{{3}{{\APACyear {2013}}}{{Buitinck\ \BOthers {.}}}{{Buitinck\ \BOthers {.}}}}
\bibcite{Dwork:2012:FTA:2090236.2090255}{{4}{{\APACyear {2012}}}{{Dwork\ \BOthers {.}}}{{Dwork, Hardt, Pitassi, Reingold,{}\ \BBA {} Zemel}}}
\bibcite{fortmann2012understanding}{{5}{{\APACyear {2012}}}{{Fortmann-Roe}}{{Fortmann-Roe}}}
\bibcite{kamiran2012data}{{6}{{\APACyear {2012}}}{{Kamiran\ \BBA {} Calders}}{{Kamiran\ \BBA {} Calders}}}
\bibcite{kamiran2012decision}{{7}{{\APACyear {2012}}}{{Kamiran\ \BOthers {.}}}{{Kamiran, Karim,{}\ \BBA {} Zhang}}}
\bibcite{kamishima2012fairness}{{8}{{\APACyear {2012}}}{{Kamishima\ \BOthers {.}}}{{Kamishima, Akaho, Asoh,{}\ \BBA {} Sakuma}}}
\bibcite{kusner2017counterfactual}{{9}{{\APACyear {2017}}}{{{Kusner}\ \BOthers {.}}}{{{Kusner}, {Loftus}, {Russell},{}\ \BBA {} {Silva}}}}
\@writefile{toc}{\contentsline {section}{References}{20}}
\bibcite{Lichman:2013}{{10}{{\APACyear {2013}}}{{Lichman}}{{Lichman}}}
\bibcite{montgomery2000evaluation}{{11}{{\APACyear {2000}}}{{Montgomery\ \BOthers {.}}}{{Montgomery, Fahey, Peters, MacIntosh,{}\ \BBA {} Sharp}}}
\bibcite{mysiak2005towards}{{12}{{\APACyear {2005}}}{{Mysiak\ \BOthers {.}}}{{Mysiak, Giupponi,{}\ \BBA {} Rosato}}}
\bibcite{ng2004feature}{{13}{{\APACyear {2004}}}{{Ng}}{{Ng}}}
\bibcite{o2017weapons}{{14}{{\APACyear {2017}}}{{O'Neil}}{{O'Neil}}}
\bibcite{o2016weapons}{{14}{{\APACyear {2016}}}{{O'Neil}}{{O'Neil}}}
\bibcite{park2007l1}{{15}{{\APACyear {2007}}}{{Park\ \BBA {} Hastie}}{{Park\ \BBA {} Hastie}}}
\bibcite{scikit-learn}{{16}{{\APACyear {2011}}}{{Pedregosa\ \BOthers {.}}}{{Pedregosa\ \BOthers {.}}}}
\bibcite{ribeiro2016should}{{17}{{\APACyear {2016}}}{{Ribeiro\ \BOthers {.}}}{{Ribeiro, Singh,{}\ \BBA {} Guestrin}}}
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