From 04553cb0ba9106621372ca0dde5745919caeb5a6 Mon Sep 17 00:00:00 2001 From: pat-alt Date: Fri, 23 Dec 2022 15:19:45 +0100 Subject: [PATCH] paper trimmed down. --- bib.bib | 7986 +------------------------------ paper/paper.Rmd | 2 +- paper/paper.pdf | Bin 1235544 -> 1235261 bytes paper/paper.tex | 26 +- paper/sections/conclusion.rmd | 2 +- paper/sections/introduction.rmd | 2 +- paper/sections/limitations.rmd | 2 +- paper/sections/related.rmd | 2 +- 8 files changed, 250 insertions(+), 7772 deletions(-) diff --git a/bib.bib b/bib.bib index e562c5a..fd1225f 100644 --- a/bib.bib +++ b/bib.bib @@ -618,13 +618,16 @@ @article{epstein1979stability title = {The Stability of Behavior: {{I}}. {{On}} Predicting Most of the People Much of the Time.}, volume = {37}} -@online{fairness, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - title = {Fairness and Machine Learning}, - url = {https://fairmlbook.org/index.html}, - urldate = {2022-11-08}, - bdsk-url-1 = {https://fairmlbook.org/index.html}} +@Online{barocas2022fairness, + author = {Solon Barocas and Moritz Hardt and Arvind Narayanan}, + date = {2022-12-23}, + title = {Fairness and Machine Learning}, + url = {https://fairmlbook.org/index.html}, + urldate = {2022-11-08}, + bdsk-url-1 = {https://fairmlbook.org/index.html}, + date-added = {2022-12-13 12:58:01 +0100}, + date-modified = {2022-12-13 12:58:01 +0100}, +} @article{falk2006clean, author = {Falk, Armin and Ichino, Andrea}, @@ -1078,46 +1081,6 @@ @unpublished{immer2020improving eprinttype = {arxiv}, title = {Improving Predictions of Bayesian Neural Networks via Local Linearization}} -@unpublished{immer2020improving, - archiveprefix = {arXiv}, - author = {Immer, Alexander and Korzepa, Maciej and Bauer, Matthias}, - date = {2020}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - eprint = {2008.08400}, - eprinttype = {arxiv}, - title = {Improving Predictions of Bayesian Neural Networks via Local Linearization}} - -@unpublished{immerImprovingPredictionsBayesian2020, - archiveprefix = {arXiv}, - author = {Immer, Alexander and Korzepa, Maciej and Bauer, Matthias}, - date = {2020}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - eprint = {2008.08400}, - eprinttype = {arxiv}, - title = {Improving Predictions of Bayesian Neural Networks via Local Linearization}} - -@unpublished{immerImprovingPredictionsBayesian2020, - archiveprefix = {arXiv}, - author = {Immer, Alexander and Korzepa, Maciej and Bauer, Matthias}, - date = {2020}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - eprint = {2008.08400}, - eprinttype = {arxiv}, - title = {Improving Predictions of Bayesian Neural Networks via Local Linearization}} - -@unpublished{innes2018fashionable, - archiveprefix = {arXiv}, - author = {Innes, Michael and Saba, Elliot and Fischer, Keno and Gandhi, Dhairya and Rudilosso, Marco Concetto and Joy, Neethu Mariya and Karmali, Tejan and Pal, Avik and Shah, Viral}, - date = {2018}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - eprint = {1811.01457}, - eprinttype = {arxiv}, - title = {Fashionable Modelling with Flux}} - @unpublished{innes2018fashionable, archiveprefix = {arXiv}, author = {Innes, Michael and Saba, Elliot and Fischer, Keno and Gandhi, Dhairya and Rudilosso, Marco Concetto and Joy, Neethu Mariya and Karmali, Tejan and Pal, Avik and Shah, Viral}, @@ -1139,69 +1102,6 @@ @article{innes2018flux title = {Flux: {{Elegant}} Machine Learning with {{Julia}}}, volume = {3}} -@article{innes2018flux, - author = {Innes, Mike}, - date = {2018}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Journal of Open Source Software}, - number = {25}, - pages = {602}, - title = {Flux: {{Elegant}} Machine Learning with {{Julia}}}, - volume = {3}} - -@unpublished{innesFashionableModellingFlux2018, - archiveprefix = {arXiv}, - author = {Innes, Michael and Saba, Elliot and Fischer, Keno and Gandhi, Dhairya and Rudilosso, Marco Concetto and Joy, Neethu Mariya and Karmali, Tejan and Pal, Avik and Shah, Viral}, - date = {2018}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - eprint = {1811.01457}, - eprinttype = {arxiv}, - title = {Fashionable Modelling with Flux}} - -@unpublished{innesFashionableModellingFlux2018, - archiveprefix = {arXiv}, - author = {Innes, Michael and Saba, Elliot and Fischer, Keno and Gandhi, Dhairya and Rudilosso, Marco Concetto and Joy, Neethu Mariya and Karmali, Tejan and Pal, Avik and Shah, Viral}, - date = {2018}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - eprint = {1811.01457}, - eprinttype = {arxiv}, - title = {Fashionable Modelling with Flux}} - -@article{innesFluxElegantMachine2018, - author = {Innes, Mike}, - date = {2018}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Journal of Open Source Software}, - number = {25}, - pages = {602}, - title = {Flux: {{Elegant}} Machine Learning with {{Julia}}}, - volume = {3}} - -@article{innesFluxElegantMachine2018, - author = {Innes, Mike}, - date = {2018}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Journal of Open Source Software}, - number = {25}, - pages = {602}, - title = {Flux: {{Elegant}} Machine Learning with {{Julia}}}, - volume = {3}} - -@unpublished{ish-horowicz2019interpreting, - archiveprefix = {arXiv}, - author = {Ish-Horowicz, Jonathan and Udwin, Dana and Flaxman, Seth and Filippi, Sarah and Crawford, Lorin}, - date = {2019}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - eprint = {1901.09839}, - eprinttype = {arxiv}, - title = {Interpreting Deep Neural Networks through Variable Importance}} - @unpublished{ish-horowicz2019interpreting, archiveprefix = {arXiv}, author = {Ish-Horowicz, Jonathan and Udwin, Dana and Flaxman, Seth and Filippi, Sarah and Crawford, Lorin}, @@ -1212,36 +1112,6 @@ @unpublished{ish-horowicz2019interpreting eprinttype = {arxiv}, title = {Interpreting Deep Neural Networks through Variable Importance}} -@unpublished{ish-horowiczInterpretingDeepNeural2019, - archiveprefix = {arXiv}, - author = {Ish-Horowicz, Jonathan and Udwin, Dana and Flaxman, Seth and Filippi, Sarah and Crawford, Lorin}, - date = {2019}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - eprint = {1901.09839}, - eprinttype = {arxiv}, - title = {Interpreting Deep Neural Networks through Variable Importance}} - -@unpublished{ish-horowiczInterpretingDeepNeural2019, - archiveprefix = {arXiv}, - author = {Ish-Horowicz, Jonathan and Udwin, Dana and Flaxman, Seth and Filippi, Sarah and Crawford, Lorin}, - date = {2019}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - eprint = {1901.09839}, - eprinttype = {arxiv}, - title = {Interpreting Deep Neural Networks through Variable Importance}} - -@inproceedings{jabbari2017fairness, - author = {Jabbari, Shahin and Joseph, Matthew and Kearns, Michael and Morgenstern, Jamie and Roth, Aaron}, - booktitle = {International {{Conference}} on {{Machine Learning}}}, - date = {2017}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - pages = {1617--1626}, - publisher = {{PMLR}}, - title = {Fairness in Reinforcement Learning}} - @inproceedings{jabbari2017fairness, author = {Jabbari, Shahin and Joseph, Matthew and Kearns, Michael and Morgenstern, Jamie and Roth, Aaron}, booktitle = {International {{Conference}} on {{Machine Learning}}}, @@ -1252,37 +1122,6 @@ @inproceedings{jabbari2017fairness publisher = {{PMLR}}, title = {Fairness in Reinforcement Learning}} -@inproceedings{jabbariFairnessReinforcementLearning2017, - author = {Jabbari, Shahin and Joseph, Matthew and Kearns, Michael and Morgenstern, Jamie and Roth, Aaron}, - booktitle = {International {{Conference}} on {{Machine Learning}}}, - date = {2017}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - pages = {1617--1626}, - publisher = {{PMLR}}, - title = {Fairness in Reinforcement Learning}} - -@inproceedings{jabbariFairnessReinforcementLearning2017, - author = {Jabbari, Shahin and Joseph, Matthew and Kearns, Michael and Morgenstern, Jamie and Roth, Aaron}, - booktitle = {International {{Conference}} on {{Machine Learning}}}, - date = {2017}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - pages = {1617--1626}, - publisher = {{PMLR}}, - title = {Fairness in Reinforcement Learning}} - -@article{jackson2007meeting, - author = {Jackson, Matthew O and Rogers, Brian W}, - date = {2007}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {American Economic Review}, - number = {3}, - pages = {890--915}, - title = {Meeting Strangers and Friends of Friends: {{How}} Random Are Social Networks?}, - volume = {97}} - @article{jackson2007meeting, author = {Jackson, Matthew O and Rogers, Brian W}, date = {2007}, @@ -1294,38 +1133,6 @@ @article{jackson2007meeting title = {Meeting Strangers and Friends of Friends: {{How}} Random Are Social Networks?}, volume = {97}} -@article{jacksonMeetingStrangersFriends2007, - author = {Jackson, Matthew O and Rogers, Brian W}, - date = {2007}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {American Economic Review}, - number = {3}, - pages = {890--915}, - title = {Meeting Strangers and Friends of Friends: {{How}} Random Are Social Networks?}, - volume = {97}} - -@article{jacksonMeetingStrangersFriends2007, - author = {Jackson, Matthew O and Rogers, Brian W}, - date = {2007}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {American Economic Review}, - number = {3}, - pages = {890--915}, - title = {Meeting Strangers and Friends of Friends: {{How}} Random Are Social Networks?}, - volume = {97}} - -@unpublished{jeanneret2022diffusion, - archiveprefix = {arXiv}, - author = {Jeanneret, Guillaume and Simon, Lo{\"\i}c and Jurie, Fr{\'e}d{\'e}ric}, - date = {2022}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - eprint = {2203.15636}, - eprinttype = {arxiv}, - title = {Diffusion {{Models}} for {{Counterfactual Explanations}}}} - @unpublished{jeanneret2022diffusion, archiveprefix = {arXiv}, author = {Jeanneret, Guillaume and Simon, Lo{\"\i}c and Jurie, Fr{\'e}d{\'e}ric}, @@ -1336,38 +1143,6 @@ @unpublished{jeanneret2022diffusion eprinttype = {arxiv}, title = {Diffusion {{Models}} for {{Counterfactual Explanations}}}} -@unpublished{jeanneretDiffusionModelsCounterfactual2022, - archiveprefix = {arXiv}, - author = {Jeanneret, Guillaume and Simon, Lo{\"\i}c and Jurie, Fr{\'e}d{\'e}ric}, - date = {2022}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - eprint = {2203.15636}, - eprinttype = {arxiv}, - title = {Diffusion {{Models}} for {{Counterfactual Explanations}}}} - -@unpublished{jeanneretDiffusionModelsCounterfactual2022, - archiveprefix = {arXiv}, - author = {Jeanneret, Guillaume and Simon, Lo{\"\i}c and Jurie, Fr{\'e}d{\'e}ric}, - date = {2022}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - eprint = {2203.15636}, - eprinttype = {arxiv}, - title = {Diffusion {{Models}} for {{Counterfactual Explanations}}}} - -@article{johansson2005failure, - author = {Johansson, Petter and Hall, Lars and Sikstr{\"o}m, Sverker and Olsson, Andreas}, - date = {2005}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Science (New York, N.Y.)}, - number = {5745}, - pages = {116--119}, - shortjournal = {Science}, - title = {Failure to Detect Mismatches between Intention and Outcome in a Simple Decision Task}, - volume = {310}} - @article{johansson2005failure, author = {Johansson, Petter and Hall, Lars and Sikstr{\"o}m, Sverker and Olsson, Andreas}, date = {2005}, @@ -1380,31 +1155,6 @@ @article{johansson2005failure title = {Failure to Detect Mismatches between Intention and Outcome in a Simple Decision Task}, volume = {310}} -@article{johanssonFailureDetectMismatches2005, - author = {Johansson, Petter and Hall, Lars and Sikstr{\"o}m, Sverker and Olsson, Andreas}, - date = {2005}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Science}, - number = {5745}, - pages = {116--119}, - publisher = {{American Association for the Advancement of Science}}, - title = {Failure to Detect Mismatches between Intention and Outcome in a Simple Decision Task}, - volume = {310}} - -@article{johanssonFailureDetectMismatches2005, - author = {Johansson, Petter and Hall, Lars and Sikstr{\"o}m, Sverker and Olsson, Andreas}, - date = {2005}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Science (New York, N.Y.)}, - number = {5745}, - pages = {116--119}, - publisher = {{American Association for the Advancement of Science}}, - shortjournal = {Science}, - title = {Failure to Detect Mismatches between Intention and Outcome in a Simple Decision Task}, - volume = {310}} - @article{johnsson2021estimation, author = {Johnsson, Ida and Moon, Hyungsik Roger}, date = {2021}, @@ -1416,93 +1166,16 @@ @article{johnsson2021estimation title = {Estimation of Peer Effects in Endogenous Social Networks: {{Control}} Function Approach}, volume = {103}} -@article{johnsson2021estimation, - author = {Johnsson, Ida and Moon, Hyungsik Roger}, - date = {2021}, +@article{jolliffe2003modified, + author = {Jolliffe, Ian T and Trendafilov, Nickolay T and Uddin, Mudassir}, + date = {2003}, date-added = {2022-12-13 12:58:01 +0100}, date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Review of Economics and Statistics}, - number = {2}, - pages = {328--345}, - title = {Estimation of Peer Effects in Endogenous Social Networks: {{Control}} Function Approach}, - volume = {103}} - -@article{johnssonEstimationPeerEffects2021, - author = {Johnsson, Ida and Moon, Hyungsik Roger}, - date = {2021}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Review of Economics and Statistics}, - number = {2}, - pages = {328--345}, - publisher = {{MIT Press One Rogers Street, Cambridge, MA 02142-1209, USA journals-info \textbackslash ldots}}, - title = {Estimation of Peer Effects in Endogenous Social Networks: {{Control}} Function Approach}, - volume = {103}} - -@article{johnssonEstimationPeerEffects2021, - author = {Johnsson, Ida and Moon, Hyungsik Roger}, - date = {2021}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Review of Economics and Statistics}, - number = {2}, - pages = {328--345}, - publisher = {{MIT Press One Rogers Street, Cambridge, MA 02142-1209, USA journals-info \textbackslash ldots}}, - title = {Estimation of Peer Effects in Endogenous Social Networks: {{Control}} Function Approach}, - volume = {103}} - -@article{jolliffe2003modified, - author = {Jolliffe, Ian T and Trendafilov, Nickolay T and Uddin, Mudassir}, - date = {2003}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Journal of computational and Graphical Statistics}, - number = {3}, - pages = {531--547}, - title = {A Modified Principal Component Technique Based on the {{LASSO}}}, - volume = {12}} - -@article{jolliffe2003modified, - author = {Jolliffe, Ian T and Trendafilov, Nickolay T and Uddin, Mudassir}, - date = {2003}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Journal of computational and Graphical Statistics}, - number = {3}, - pages = {531--547}, - title = {A Modified Principal Component Technique Based on the {{LASSO}}}, - volume = {12}} - -@article{jolliffeModifiedPrincipalComponent2003, - author = {Jolliffe, Ian T and Trendafilov, Nickolay T and Uddin, Mudassir}, - date = {2003}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Journal of computational and Graphical Statistics}, - number = {3}, - pages = {531--547}, - publisher = {{Taylor \& Francis}}, - title = {A Modified Principal Component Technique Based on the {{LASSO}}}, - volume = {12}} - -@article{jolliffeModifiedPrincipalComponent2003, - author = {Jolliffe, Ian T and Trendafilov, Nickolay T and Uddin, Mudassir}, - date = {2003}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Journal of computational and Graphical Statistics}, - number = {3}, - pages = {531--547}, - publisher = {{Taylor \& Francis}}, - title = {A Modified Principal Component Technique Based on the {{LASSO}}}, - volume = {12}} - -@article{joseph2021forecasting, - author = {Joseph, Andreas and Kalamara, Eleni and Kapetanios, George and Potjagailo, Galina}, - date = {2021}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - title = {Forecasting Uk Inflation Bottom Up}} + journaltitle = {Journal of computational and Graphical Statistics}, + number = {3}, + pages = {531--547}, + title = {A Modified Principal Component Technique Based on the {{LASSO}}}, + volume = {12}} @article{joseph2021forecasting, author = {Joseph, Andreas and Kalamara, Eleni and Kapetanios, George and Potjagailo, Galina}, @@ -1511,30 +1184,6 @@ @article{joseph2021forecasting date-modified = {2022-12-13 12:58:01 +0100}, title = {Forecasting Uk Inflation Bottom Up}} -@article{josephForecastingUkInflation2021, - author = {Joseph, Andreas and Kalamara, Eleni and Kapetanios, George and Potjagailo, Galina}, - date = {2021}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - title = {Forecasting Uk Inflation Bottom Up}} - -@article{josephForecastingUkInflation2021, - author = {Joseph, Andreas and Kalamara, Eleni and Kapetanios, George and Potjagailo, Galina}, - date = {2021}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - title = {Forecasting Uk Inflation Bottom Up}} - -@unpublished{joshi2019realistic, - archiveprefix = {arXiv}, - author = {Joshi, Shalmali and Koyejo, Oluwasanmi and Vijitbenjaronk, Warut and Kim, Been and Ghosh, Joydeep}, - date = {2019}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - eprint = {1907.09615}, - eprinttype = {arxiv}, - title = {Towards Realistic Individual Recourse and Actionable Explanations in Black-Box Decision Making Systems}} - @unpublished{joshi2019realistic, archiveprefix = {arXiv}, author = {Joshi, Shalmali and Koyejo, Oluwasanmi and Vijitbenjaronk, Warut and Kim, Been and Ghosh, Joydeep}, @@ -1545,36 +1194,6 @@ @unpublished{joshi2019realistic eprinttype = {arxiv}, title = {Towards Realistic Individual Recourse and Actionable Explanations in Black-Box Decision Making Systems}} -@unpublished{joshiRealisticIndividualRecourse2019, - archiveprefix = {arXiv}, - author = {Joshi, Shalmali and Koyejo, Oluwasanmi and Vijitbenjaronk, Warut and Kim, Been and Ghosh, Joydeep}, - date = {2019}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - eprint = {1907.09615}, - eprinttype = {arxiv}, - title = {Towards Realistic Individual Recourse and Actionable Explanations in Black-Box Decision Making Systems}} - -@unpublished{joshiRealisticIndividualRecourse2019, - archiveprefix = {arXiv}, - author = {Joshi, Shalmali and Koyejo, Oluwasanmi and Vijitbenjaronk, Warut and Kim, Been and Ghosh, Joydeep}, - date = {2019}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - eprint = {1907.09615}, - eprinttype = {arxiv}, - title = {Towards Realistic Individual Recourse and Actionable Explanations in Black-Box Decision Making Systems}} - -@unpublished{jospin2020handson, - archiveprefix = {arXiv}, - author = {Jospin, Laurent Valentin and Buntine, Wray and Boussaid, Farid and Laga, Hamid and Bennamoun, Mohammed}, - date = {2020}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - eprint = {2007.06823}, - eprinttype = {arxiv}, - title = {Hands-on {{Bayesian Neural Networks}}--a {{Tutorial}} for {{Deep Learning Users}}}} - @unpublished{jospin2020handson, archiveprefix = {arXiv}, author = {Jospin, Laurent Valentin and Buntine, Wray and Boussaid, Farid and Laga, Hamid and Bennamoun, Mohammed}, @@ -1585,26 +1204,6 @@ @unpublished{jospin2020handson eprinttype = {arxiv}, title = {Hands-on {{Bayesian Neural Networks}}--a {{Tutorial}} for {{Deep Learning Users}}}} -@unpublished{jospinHandsonBayesianNeural2020, - archiveprefix = {arXiv}, - author = {Jospin, Laurent Valentin and Buntine, Wray and Boussaid, Farid and Laga, Hamid and Bennamoun, Mohammed}, - date = {2020}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - eprint = {2007.06823}, - eprinttype = {arxiv}, - title = {Hands-on {{Bayesian Neural Networks}}--a {{Tutorial}} for {{Deep Learning Users}}}} - -@unpublished{jospinHandsonBayesianNeural2020, - archiveprefix = {arXiv}, - author = {Jospin, Laurent Valentin and Buntine, Wray and Boussaid, Farid and Laga, Hamid and Bennamoun, Mohammed}, - date = {2020}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - eprint = {2007.06823}, - eprinttype = {arxiv}, - title = {Hands-on {{Bayesian Neural Networks}}--a {{Tutorial}} for {{Deep Learning Users}}}} - @misc{kaggle2011give, author = {Kaggle}, date = {2011}, @@ -1615,16 +1214,6 @@ @misc{kaggle2011give url = {https://www.kaggle.com/c/GiveMeSomeCredit}, bdsk-url-1 = {https://www.kaggle.com/c/GiveMeSomeCredit}} -@misc{kaggle2011give, - author = {{Kaggle}}, - date = {2011}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - publisher = {{Kaggle}}, - title = {Give Me Some Credit, {{Improve}} on the State of the Art in Credit Scoring by Predicting the Probability That Somebody Will Experience Financial Distress in the next Two Years.}, - url = {https://www.kaggle.com/c/GiveMeSomeCredit}, - bdsk-url-1 = {https://www.kaggle.com/c/GiveMeSomeCredit}} - @online{kagglecompetitionGiveMeCredit, author = {Kaggle Competition}, date-added = {2022-12-13 12:58:01 +0100}, @@ -1633,23 +1222,6 @@ @online{kagglecompetitionGiveMeCredit url = {https://www.kaggle.com/c/GiveMeSomeCredit}, bdsk-url-1 = {https://www.kaggle.com/c/GiveMeSomeCredit}} -@online{kagglecompetitionGiveMeCredit, - author = {Competition, Kaggle}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - title = {Give Me Some Credit, {{Improve}} on the State of the Art in Credit Scoring by Predicting the Probability That Somebody Will Experience Financial Distress in the next Two Years.}, - url = {https://www.kaggle.com/c/GiveMeSomeCredit}, - bdsk-url-1 = {https://www.kaggle.com/c/GiveMeSomeCredit}} - -@article{kahneman1979prospect, - author = {Kahneman, Daniel and Tversky, Amos}, - date = {1979}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Econometrica: Journal of the Econometric Society}, - pages = {263--291}, - title = {Prospect {{Theory}}: {{An Analysis}} of {{Decision}} under {{Risk}}}} - @article{kahneman1979prospect, author = {Kahneman, Daniel and Tversky, Amos}, date = {1979}, @@ -1670,28 +1242,6 @@ @article{kahneman1990experimental title = {Experimental Tests of the Endowment Effect and the {{Coase}} Theorem}, volume = {98}} -@article{kahneman1990experimental, - author = {Kahneman, Daniel and Knetsch, Jack L and Thaler, Richard H}, - date = {1990}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Journal of political Economy}, - number = {6}, - pages = {1325--1348}, - title = {Experimental Tests of the Endowment Effect and the {{Coase}} Theorem}, - volume = {98}} - -@article{kahneman1992reference, - author = {Kahneman, Daniel}, - date = {1992}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Organizational behavior and human decision processes}, - number = {2}, - pages = {296--312}, - title = {Reference Points, Anchors, Norms, and Mixed Feelings}, - volume = {51}} - @article{kahneman1992reference, author = {Kahneman, Daniel}, date = {1992}, @@ -1703,74 +1253,6 @@ @article{kahneman1992reference title = {Reference Points, Anchors, Norms, and Mixed Feelings}, volume = {51}} -@article{kahnemanExperimentalTestsEndowment1990, - author = {Kahneman, Daniel and Knetsch, Jack L and Thaler, Richard H}, - date = {1990}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Journal of political Economy}, - number = {6}, - pages = {1325--1348}, - publisher = {{The University of Chicago Press}}, - title = {Experimental Tests of the Endowment Effect and the {{Coase}} Theorem}, - volume = {98}} - -@article{kahnemanExperimentalTestsEndowment1990, - author = {Kahneman, Daniel and Knetsch, Jack L and Thaler, Richard H}, - date = {1990}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Journal of political Economy}, - number = {6}, - pages = {1325--1348}, - publisher = {{The University of Chicago Press}}, - title = {Experimental Tests of the Endowment Effect and the {{Coase}} Theorem}, - volume = {98}} - -@article{kahnemanProspectTheoryAnalysis1979, - author = {Kahneman, Daniel and Tversky, Amos}, - date = {1979}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Econometrica: Journal of the Econometric Society}, - pages = {263--291}, - publisher = {{JSTOR}}, - title = {Prospect {{Theory}}: {{An Analysis}} of {{Decision}} under {{Risk}}}} - -@article{kahnemanProspectTheoryAnalysis1979, - author = {Kahneman, Daniel and Tversky, Amos}, - date = {1979}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Econometrica: Journal of the Econometric Society}, - pages = {263--291}, - publisher = {{JSTOR}}, - title = {Prospect {{Theory}}: {{An Analysis}} of {{Decision}} under {{Risk}}}} - -@article{kahnemanReferencePointsAnchors1992, - author = {Kahneman, Daniel}, - date = {1992}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Organizational behavior and human decision processes}, - number = {2}, - pages = {296--312}, - publisher = {{Elsevier}}, - title = {Reference Points, Anchors, Norms, and Mixed Feelings}, - volume = {51}} - -@article{kahnemanReferencePointsAnchors1992, - author = {Kahneman, Daniel}, - date = {1992}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Organizational behavior and human decision processes}, - number = {2}, - pages = {296--312}, - publisher = {{Elsevier}}, - title = {Reference Points, Anchors, Norms, and Mixed Feelings}, - volume = {51}} - @unpublished{karimi2020algorithmic, archiveprefix = {arXiv}, author = {Karimi, Amir-Hossein and Von K{\"u}gelgen, Julius and Sch{\"o}lkopf, Bernhard and Valera, Isabel}, @@ -1781,16 +1263,6 @@ @unpublished{karimi2020algorithmic eprinttype = {arxiv}, title = {Algorithmic Recourse under Imperfect Causal Knowledge: A Probabilistic Approach}} -@unpublished{karimi2020algorithmic, - archiveprefix = {arXiv}, - author = {Karimi, Amir-Hossein and Von K{\"u}gelgen, Julius and Sch{\"o}lkopf, Bernhard and Valera, Isabel}, - date = {2020}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - eprint = {2006.06831}, - eprinttype = {arxiv}, - title = {Algorithmic Recourse under Imperfect Causal Knowledge: {{A}} Probabilistic Approach}} - @unpublished{karimi2020survey, archiveprefix = {arXiv}, author = {Karimi, Amir-Hossein and Barthe, Gilles and Sch{\"o}lkopf, Bernhard and Valera, Isabel}, @@ -1801,35 +1273,7 @@ @unpublished{karimi2020survey eprinttype = {arxiv}, title = {A Survey of Algorithmic Recourse: Definitions, Formulations, Solutions, and Prospects}} -@unpublished{karimi2020survey, - archiveprefix = {arXiv}, - author = {Karimi, Amir-Hossein and Barthe, Gilles and Sch{\"o}lkopf, Bernhard and Valera, Isabel}, - date = {2020}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - eprint = {2010.04050}, - eprinttype = {arxiv}, - title = {A Survey of Algorithmic Recourse: {{Definitions}}, Formulations, Solutions, and Prospects}} - -@inproceedings{karimi2021algorithmic, - author = {Karimi, Amir-Hossein and Sch{\"o}lkopf, Bernhard and Valera, Isabel}, - booktitle = {Proceedings of the 2021 {{ACM Conference}} on {{Fairness}}, {{Accountability}}, and {{Transparency}}}, - date = {2021}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - pages = {353--362}, - title = {Algorithmic Recourse: From Counterfactual Explanations to Interventions}} - @inproceedings{karimi2021algorithmic, - author = {Karimi, Amir-Hossein and Sch{\"o}lkopf, Bernhard and Valera, Isabel}, - booktitle = {Proceedings of the 2021 {{ACM Conference}} on {{Fairness}}, {{Accountability}}, and {{Transparency}}}, - date = {2021}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - pages = {353--362}, - title = {Algorithmic Recourse: {{From}} Counterfactual Explanations to Interventions}} - -@inproceedings{karimiAlgorithmicRecourseCounterfactual2021, author = {Karimi, Amir-Hossein and Sch{\"o}lkopf, Bernhard and Valera, Isabel}, booktitle = {Proceedings of the 2021 {{ACM Conference}} on {{Fairness}}, {{Accountability}}, and {{Transparency}}}, date = {2021}, @@ -1838,74 +1282,7 @@ @inproceedings{karimiAlgorithmicRecourseCounterfactual2021 pages = {353--362}, title = {Algorithmic Recourse: From Counterfactual Explanations to Interventions}} -@inproceedings{karimiAlgorithmicRecourseCounterfactual2021, - author = {Karimi, Amir-Hossein and Sch{\"o}lkopf, Bernhard and Valera, Isabel}, - booktitle = {Proceedings of the 2021 {{ACM Conference}} on {{Fairness}}, {{Accountability}}, and {{Transparency}}}, - date = {2021}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - pages = {353--362}, - title = {Algorithmic Recourse: {{From}} Counterfactual Explanations to Interventions}} - -@unpublished{karimiAlgorithmicRecourseImperfect2020, - archiveprefix = {arXiv}, - author = {Karimi, Amir-Hossein and Von K{\"u}gelgen, Julius and Sch{\"o}lkopf, Bernhard and Valera, Isabel}, - date = {2020}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - eprint = {2006.06831}, - eprinttype = {arxiv}, - title = {Algorithmic Recourse under Imperfect Causal Knowledge: A Probabilistic Approach}} - -@unpublished{karimiAlgorithmicRecourseImperfect2020, - archiveprefix = {arXiv}, - author = {Karimi, Amir-Hossein and Von K{\"u}gelgen, Julius and Sch{\"o}lkopf, Bernhard and Valera, Isabel}, - date = {2020}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - eprint = {2006.06831}, - eprinttype = {arxiv}, - title = {Algorithmic Recourse under Imperfect Causal Knowledge: {{A}} Probabilistic Approach}} - -@unpublished{karimiSurveyAlgorithmicRecourse2020, - archiveprefix = {arXiv}, - author = {Karimi, Amir-Hossein and Barthe, Gilles and Sch{\"o}lkopf, Bernhard and Valera, Isabel}, - date = {2020}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - eprint = {2010.04050}, - eprinttype = {arxiv}, - title = {A Survey of Algorithmic Recourse: Definitions, Formulations, Solutions, and Prospects}} - -@unpublished{karimiSurveyAlgorithmicRecourse2020, - archiveprefix = {arXiv}, - author = {Karimi, Amir-Hossein and Barthe, Gilles and Sch{\"o}lkopf, Bernhard and Valera, Isabel}, - date = {2020}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - eprint = {2010.04050}, - eprinttype = {arxiv}, - title = {A Survey of Algorithmic Recourse: {{Definitions}}, Formulations, Solutions, and Prospects}} - -@inproceedings{kaur2020interpreting, - author = {Kaur, Harmanpreet and Nori, Harsha and Jenkins, Samuel and Caruana, Rich and Wallach, Hanna and Wortman Vaughan, Jennifer}, - booktitle = {Proceedings of the 2020 {{CHI}} Conference on Human Factors in Computing Systems}, - date = {2020}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - pages = {1--14}, - title = {Interpreting Interpretability: Understanding Data Scientists' Use of Interpretability Tools for Machine Learning}} - @inproceedings{kaur2020interpreting, - author = {Kaur, Harmanpreet and Nori, Harsha and Jenkins, Samuel and Caruana, Rich and Wallach, Hanna and Wortman Vaughan, Jennifer}, - booktitle = {Proceedings of the 2020 {{CHI}} Conference on Human Factors in Computing Systems}, - date = {2020}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - pages = {1--14}, - title = {Interpreting Interpretability: {{Understanding}} Data Scientists' Use of Interpretability Tools for Machine Learning}} - -@inproceedings{kaurInterpretingInterpretabilityUnderstanding2020, author = {Kaur, Harmanpreet and Nori, Harsha and Jenkins, Samuel and Caruana, Rich and Wallach, Hanna and Wortman Vaughan, Jennifer}, booktitle = {Proceedings of the 2020 {{CHI}} Conference on Human Factors in Computing Systems}, date = {2020}, @@ -1914,23 +1291,6 @@ @inproceedings{kaurInterpretingInterpretabilityUnderstanding2020 pages = {1--14}, title = {Interpreting Interpretability: Understanding Data Scientists' Use of Interpretability Tools for Machine Learning}} -@inproceedings{kaurInterpretingInterpretabilityUnderstanding2020, - author = {Kaur, Harmanpreet and Nori, Harsha and Jenkins, Samuel and Caruana, Rich and Wallach, Hanna and Wortman Vaughan, Jennifer}, - booktitle = {Proceedings of the 2020 {{CHI}} Conference on Human Factors in Computing Systems}, - date = {2020}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - pages = {1--14}, - title = {Interpreting Interpretability: {{Understanding}} Data Scientists' Use of Interpretability Tools for Machine Learning}} - -@article{kehoe2021defence, - author = {Kehoe, Aidan and Wittek, Peter and Xue, Yanbo and Pozas-Kerstjens, Alejandro}, - date = {2021}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Machine Learning: Science and Technology}, - title = {Defence against Adversarial Attacks Using Classical and Quantum-Enhanced {{Boltzmann}} Machines}} - @article{kehoe2021defence, author = {Kehoe, Aidan and Wittek, Peter and Xue, Yanbo and Pozas-Kerstjens, Alejandro}, date = {2021}, @@ -1939,34 +1299,6 @@ @article{kehoe2021defence journaltitle = {Machine Learning: Science and Technology}, title = {Defence against Adversarial Attacks Using Classical and Quantum-Enhanced {{Boltzmann}} Machines}} -@article{kehoeDefenceAdversarialAttacks2021, - author = {Kehoe, Aidan and Wittek, Peter and Xue, Yanbo and Pozas-Kerstjens, Alejandro}, - date = {2021}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Machine Learning: Science and Technology}, - publisher = {{IOP Publishing}}, - title = {Defence against Adversarial Attacks Using Classical and Quantum-Enhanced {{Boltzmann}} Machines}} - -@article{kehoeDefenceAdversarialAttacks2021, - author = {Kehoe, Aidan and Wittek, Peter and Xue, Yanbo and Pozas-Kerstjens, Alejandro}, - date = {2021}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Machine Learning: Science and Technology}, - publisher = {{IOP Publishing}}, - title = {Defence against Adversarial Attacks Using Classical and Quantum-Enhanced {{Boltzmann}} Machines}} - -@unpublished{kendall2017what, - archiveprefix = {arXiv}, - author = {Kendall, Alex and Gal, Yarin}, - date = {2017}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - eprint = {1703.04977}, - eprinttype = {arxiv}, - title = {What Uncertainties Do We Need in Bayesian Deep Learning for Computer Vision?}} - @unpublished{kendall2017what, archiveprefix = {arXiv}, author = {Kendall, Alex and Gal, Yarin}, @@ -1977,33 +1309,6 @@ @unpublished{kendall2017what eprinttype = {arxiv}, title = {What Uncertainties Do We Need in Bayesian Deep Learning for Computer Vision?}} -@unpublished{kendallWhatUncertaintiesWe2017, - archiveprefix = {arXiv}, - author = {Kendall, Alex and Gal, Yarin}, - date = {2017}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - eprint = {1703.04977}, - eprinttype = {arxiv}, - title = {What Uncertainties Do We Need in Bayesian Deep Learning for Computer Vision?}} - -@unpublished{kendallWhatUncertaintiesWe2017, - archiveprefix = {arXiv}, - author = {Kendall, Alex and Gal, Yarin}, - date = {2017}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - eprint = {1703.04977}, - eprinttype = {arxiv}, - title = {What Uncertainties Do We Need in Bayesian Deep Learning for Computer Vision?}} - -@article{kihoro2004seasonal, - author = {Kihoro, J and Otieno, RO and Wafula, C}, - date = {2004}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - title = {Seasonal Time Series Forecasting: {{A}} Comparative Study of {{ARIMA}} and {{ANN}} Models}} - @article{kihoro2004seasonal, author = {Kihoro, J and Otieno, RO and Wafula, C}, date = {2004}, @@ -2011,30 +1316,6 @@ @article{kihoro2004seasonal date-modified = {2022-12-13 12:58:01 +0100}, title = {Seasonal Time Series Forecasting: {{A}} Comparative Study of {{ARIMA}} and {{ANN}} Models}} -@article{kihoroSeasonalTimeSeries2004, - author = {Kihoro, J and Otieno, RO and Wafula, C}, - date = {2004}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - publisher = {{African Journal of Science and Technology (AJST)}}, - title = {Seasonal Time Series Forecasting: {{A}} Comparative Study of {{ARIMA}} and {{ANN}} Models}} - -@article{kihoroSeasonalTimeSeries2004, - author = {Kihoro, J and Otieno, RO and Wafula, C}, - date = {2004}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - publisher = {{African Journal of Science and Technology (AJST)}}, - title = {Seasonal Time Series Forecasting: {{A}} Comparative Study of {{ARIMA}} and {{ANN}} Models}} - -@book{kilian2017structural, - author = {Kilian, Lutz and L{\"u}tkepohl, Helmut}, - date = {2017}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - publisher = {{Cambridge University Press}}, - title = {Structural Vector Autoregressive Analysis}} - @book{kilian2017structural, author = {Kilian, Lutz and L{\"u}tkepohl, Helmut}, date = {2017}, @@ -2043,32 +1324,6 @@ @book{kilian2017structural publisher = {{Cambridge University Press}}, title = {Structural Vector Autoregressive Analysis}} -@book{kilianStructuralVectorAutoregressive2017, - author = {Kilian, Lutz and L{\"u}tkepohl, Helmut}, - date = {2017}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - publisher = {{Cambridge University Press}}, - title = {Structural Vector Autoregressive Analysis}} - -@book{kilianStructuralVectorAutoregressive2017, - author = {Kilian, Lutz and L{\"u}tkepohl, Helmut}, - date = {2017}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - publisher = {{Cambridge University Press}}, - title = {Structural Vector Autoregressive Analysis}} - -@unpublished{kingma2014adam, - archiveprefix = {arXiv}, - author = {Kingma, Diederik P and Ba, Jimmy}, - date = {2014}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - eprint = {1412.6980}, - eprinttype = {arxiv}, - title = {Adam: {{A}} Method for Stochastic Optimization}} - @unpublished{kingma2014adam, archiveprefix = {arXiv}, author = {Kingma, Diederik P and Ba, Jimmy}, @@ -2079,36 +1334,6 @@ @unpublished{kingma2014adam eprinttype = {arxiv}, title = {Adam: {{A}} Method for Stochastic Optimization}} -@unpublished{kingmaAdamMethodStochastic2014, - archiveprefix = {arXiv}, - author = {Kingma, Diederik P and Ba, Jimmy}, - date = {2014}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - eprint = {1412.6980}, - eprinttype = {arxiv}, - title = {Adam: {{A}} Method for Stochastic Optimization}} - -@unpublished{kingmaAdamMethodStochastic2014, - archiveprefix = {arXiv}, - author = {Kingma, Diederik P and Ba, Jimmy}, - date = {2014}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - eprint = {1412.6980}, - eprinttype = {arxiv}, - title = {Adam: {{A}} Method for Stochastic Optimization}} - -@article{kirsch2019batchbald, - author = {Kirsch, Andreas and Van Amersfoort, Joost and Gal, Yarin}, - date = {2019}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Advances in neural information processing systems}, - pages = {7026--7037}, - title = {Batchbald: {{Efficient}} and Diverse Batch Acquisition for Deep Bayesian Active Learning}, - volume = {32}} - @article{kirsch2019batchbald, author = {Kirsch, Andreas and Van Amersfoort, Joost and Gal, Yarin}, date = {2019}, @@ -2119,26 +1344,6 @@ @article{kirsch2019batchbald title = {Batchbald: {{Efficient}} and Diverse Batch Acquisition for Deep Bayesian Active Learning}, volume = {32}} -@article{kirschBatchbaldEfficientDiverse2019, - author = {Kirsch, Andreas and Van Amersfoort, Joost and Gal, Yarin}, - date = {2019}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Advances in neural information processing systems}, - pages = {7026--7037}, - title = {Batchbald: {{Efficient}} and Diverse Batch Acquisition for Deep Bayesian Active Learning}, - volume = {32}} - -@article{kirschBatchbaldEfficientDiverse2019, - author = {Kirsch, Andreas and Van Amersfoort, Joost and Gal, Yarin}, - date = {2019}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Advances in neural information processing systems}, - pages = {7026--7037}, - title = {Batchbald: {{Efficient}} and Diverse Batch Acquisition for Deep Bayesian Active Learning}, - volume = {32}} - @unpublished{kuiper2021exploring, archiveprefix = {arXiv}, author = {Kuiper, Ouren and van den Berg, Martin and van den Burgt, Joost and Leijnen, Stefan}, @@ -2149,115 +1354,24 @@ @unpublished{kuiper2021exploring eprinttype = {arxiv}, title = {Exploring {{Explainable AI}} in the {{Financial Sector}}: {{Perspectives}} of {{Banks}} and {{Supervisory Authorities}}}} -@unpublished{kuiper2021exploring, - archiveprefix = {arXiv}, - author = {Kuiper, Ouren and van den Berg, Martin and van den Burgt, Joost and Leijnen, Stefan}, - date = {2021}, +@article{kydland1982time, + author = {Kydland, Finn E and Prescott, Edward C}, + date = {1982}, date-added = {2022-12-13 12:58:01 +0100}, date-modified = {2022-12-13 12:58:01 +0100}, - eprint = {2111.02244}, - eprinttype = {arxiv}, - options = {useprefix=true}, - title = {Exploring {{Explainable AI}} in the {{Financial Sector}}: {{Perspectives}} of {{Banks}} and {{Supervisory Authorities}}}} + journaltitle = {Econometrica: Journal of the Econometric Society}, + pages = {1345--1370}, + title = {Time to Build and Aggregate Fluctuations}} -@unpublished{kuiperExploringExplainableAI2021, +@unpublished{lachapelle2019gradientbased, archiveprefix = {arXiv}, - author = {Kuiper, Ouren and van den Berg, Martin and van den Burgt, Joost and Leijnen, Stefan}, - date = {2021}, + author = {Lachapelle, S{\'e}bastien and Brouillard, Philippe and Deleu, Tristan and Lacoste-Julien, Simon}, + date = {2019}, date-added = {2022-12-13 12:58:01 +0100}, date-modified = {2022-12-13 12:58:01 +0100}, - eprint = {2111.02244}, + eprint = {1906.02226}, eprinttype = {arxiv}, - title = {Exploring {{Explainable AI}} in the {{Financial Sector}}: {{Perspectives}} of {{Banks}} and {{Supervisory Authorities}}}} - -@unpublished{kuiperExploringExplainableAI2021, - archiveprefix = {arXiv}, - author = {Kuiper, Ouren and van den Berg, Martin and van den Burgt, Joost and Leijnen, Stefan}, - date = {2021}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - eprint = {2111.02244}, - eprinttype = {arxiv}, - options = {useprefix=true}, - title = {Exploring {{Explainable AI}} in the {{Financial Sector}}: {{Perspectives}} of {{Banks}} and {{Supervisory Authorities}}}} - -@article{kydland1982time, - author = {Kydland, Finn E and Prescott, Edward C}, - date = {1982}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Econometrica: Journal of the Econometric Society}, - pages = {1345--1370}, - title = {Time to Build and Aggregate Fluctuations}} - -@article{kydland1982time, - author = {Kydland, Finn E and Prescott, Edward C}, - date = {1982}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Econometrica: Journal of the Econometric Society}, - pages = {1345--1370}, - title = {Time to Build and Aggregate Fluctuations}} - -@article{kydlandTimeBuildAggregate1982, - author = {Kydland, Finn E and Prescott, Edward C}, - date = {1982}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Econometrica: Journal of the Econometric Society}, - pages = {1345--1370}, - publisher = {{JSTOR}}, - title = {Time to Build and Aggregate Fluctuations}} - -@article{kydlandTimeBuildAggregate1982, - author = {Kydland, Finn E and Prescott, Edward C}, - date = {1982}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Econometrica: Journal of the Econometric Society}, - pages = {1345--1370}, - publisher = {{JSTOR}}, - title = {Time to Build and Aggregate Fluctuations}} - -@unpublished{lachapelle2019gradientbased, - archiveprefix = {arXiv}, - author = {Lachapelle, S{\'e}bastien and Brouillard, Philippe and Deleu, Tristan and Lacoste-Julien, Simon}, - date = {2019}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - eprint = {1906.02226}, - eprinttype = {arxiv}, - title = {Gradient-Based Neural Dag Learning}} - -@unpublished{lachapelle2019gradientbased, - archiveprefix = {arXiv}, - author = {Lachapelle, S{\'e}bastien and Brouillard, Philippe and Deleu, Tristan and Lacoste-Julien, Simon}, - date = {2019}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - eprint = {1906.02226}, - eprinttype = {arxiv}, - title = {Gradient-Based Neural Dag Learning}} - -@unpublished{lachapelleGradientbasedNeuralDag2019, - archiveprefix = {arXiv}, - author = {Lachapelle, S{\'e}bastien and Brouillard, Philippe and Deleu, Tristan and Lacoste-Julien, Simon}, - date = {2019}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - eprint = {1906.02226}, - eprinttype = {arxiv}, - title = {Gradient-Based Neural Dag Learning}} - -@unpublished{lachapelleGradientbasedNeuralDag2019, - archiveprefix = {arXiv}, - author = {Lachapelle, S{\'e}bastien and Brouillard, Philippe and Deleu, Tristan and Lacoste-Julien, Simon}, - date = {2019}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - eprint = {1906.02226}, - eprinttype = {arxiv}, - title = {Gradient-Based Neural Dag Learning}} + title = {Gradient-Based Neural Dag Learning}} @inproceedings{lakkaraju2020how, author = {Lakkaraju, Himabindu and Bastani, Osbert}, @@ -2277,34 +1391,6 @@ @inproceedings{lakkaraju2020how pages = {79--85}, title = {" {{How Do I Fool You}}?" {{Manipulating User Trust}} via {{Misleading Black Box Explanations}}}} -@inproceedings{lakkarajuHowFoolYou2020, - author = {Lakkaraju, Himabindu and Bastani, Osbert}, - booktitle = {Proceedings of the {{AAAI}}/{{ACM Conference}} on {{AI}}, {{Ethics}}, and {{Society}}}, - date = {2020}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - pages = {79--85}, - title = {" {{How}} Do {{I}} Fool You?" {{Manipulating User Trust}} via {{Misleading Black Box Explanations}}}} - -@inproceedings{lakkarajuHowFoolYou2020, - author = {Lakkaraju, Himabindu and Bastani, Osbert}, - booktitle = {Proceedings of the {{AAAI}}/{{ACM Conference}} on {{AI}}, {{Ethics}}, and {{Society}}}, - date = {2020}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - pages = {79--85}, - title = {" {{How Do I Fool You}}?" {{Manipulating User Trust}} via {{Misleading Black Box Explanations}}}} - -@unpublished{lakshminarayanan2016simple, - archiveprefix = {arXiv}, - author = {Lakshminarayanan, Balaji and Pritzel, Alexander and Blundell, Charles}, - date = {2016}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - eprint = {1612.01474}, - eprinttype = {arxiv}, - title = {Simple and Scalable Predictive Uncertainty Estimation Using Deep Ensembles}} - @unpublished{lakshminarayanan2016simple, archiveprefix = {arXiv}, author = {Lakshminarayanan, Balaji and Pritzel, Alexander and Blundell, Charles}, @@ -2315,26 +1401,6 @@ @unpublished{lakshminarayanan2016simple eprinttype = {arxiv}, title = {Simple and Scalable Predictive Uncertainty Estimation Using Deep Ensembles}} -@unpublished{lakshminarayananSimpleScalablePredictive2016, - archiveprefix = {arXiv}, - author = {Lakshminarayanan, Balaji and Pritzel, Alexander and Blundell, Charles}, - date = {2016}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - eprint = {1612.01474}, - eprinttype = {arxiv}, - title = {Simple and Scalable Predictive Uncertainty Estimation Using Deep Ensembles}} - -@unpublished{lakshminarayananSimpleScalablePredictive2016, - archiveprefix = {arXiv}, - author = {Lakshminarayanan, Balaji and Pritzel, Alexander and Blundell, Charles}, - date = {2016}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - eprint = {1612.01474}, - eprinttype = {arxiv}, - title = {Simple and Scalable Predictive Uncertainty Estimation Using Deep Ensembles}} - @unpublished{laugel2017inverse, archiveprefix = {arXiv}, author = {Laugel, Thibault and Lesot, Marie-Jeanne and Marsala, Christophe and Renard, Xavier and Detyniecki, Marcin}, @@ -2355,41 +1421,6 @@ @thesis{lawrence2001variational title = {Variational Inference in Probabilistic Models}, type = {phdthesis}} -@thesis{lawrence2001variational, - author = {Lawrence, Neil David}, - date = {2001}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - institution = {{University of Cambridge}}, - title = {Variational Inference in Probabilistic Models}, - type = {phdthesis}} - -@thesis{lawrenceVariationalInferenceProbabilistic2001, - author = {Lawrence, Neil David}, - date = {2001}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - institution = {{University of Cambridge}}, - title = {Variational Inference in Probabilistic Models}, - type = {phdthesis}} - -@thesis{lawrenceVariationalInferenceProbabilistic2001, - author = {Lawrence, Neil David}, - date = {2001}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - institution = {{University of Cambridge}}, - title = {Variational Inference in Probabilistic Models}, - type = {phdthesis}} - -@article{lecun1998mnist, - author = {LeCun, Yann}, - date = {1998}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - shortjournal = {http://yann. lecun. com/exdb/mnist/}, - title = {The {{MNIST}} Database of Handwritten Digits}} - @article{lecun1998mnist, author = {LeCun, Yann}, date = {1998}, @@ -2398,33 +1429,6 @@ @article{lecun1998mnist shortjournal = {http://yann. lecun. com/exdb/mnist/}, title = {The {{MNIST}} Database of Handwritten Digits}} -@article{lecunMNISTDatabaseHandwritten1998, - author = {LeCun, Yann}, - date = {1998}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {http://yann. lecun. com/exdb/mnist/}, - title = {The {{MNIST}} Database of Handwritten Digits}} - -@article{lecunMNISTDatabaseHandwritten1998, - author = {LeCun, Yann}, - date = {1998}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - shortjournal = {http://yann. lecun. com/exdb/mnist/}, - title = {The {{MNIST}} Database of Handwritten Digits}} - -@article{lee2003best, - author = {Lee, Lung-fei}, - date = {2003}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Econometric Reviews}, - number = {4}, - pages = {307--335}, - title = {Best Spatial Two-Stage Least Squares Estimators for a Spatial Autoregressive Model with Autoregressive Disturbances}, - volume = {22}} - @article{lee2003best, author = {Lee, Lung-fei}, date = {2003}, @@ -2436,41 +1440,6 @@ @article{lee2003best title = {Best Spatial Two-Stage Least Squares Estimators for a Spatial Autoregressive Model with Autoregressive Disturbances}, volume = {22}} -@article{leeBestSpatialTwostage2003, - author = {Lee, Lung-fei}, - date = {2003}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Econometric Reviews}, - number = {4}, - pages = {307--335}, - publisher = {{Taylor \& Francis}}, - title = {Best Spatial Two-Stage Least Squares Estimators for a Spatial Autoregressive Model with Autoregressive Disturbances}, - volume = {22}} - -@article{leeBestSpatialTwostage2003, - author = {Lee, Lung-fei}, - date = {2003}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Econometric Reviews}, - number = {4}, - pages = {307--335}, - publisher = {{Taylor \& Francis}}, - title = {Best Spatial Two-Stage Least Squares Estimators for a Spatial Autoregressive Model with Autoregressive Disturbances}, - volume = {22}} - -@article{lerner2013financial, - author = {Lerner, Jennifer S and Li, Ye and Weber, Elke U}, - date = {2013}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Psychological science}, - number = {1}, - pages = {72--79}, - title = {The Financial Costs of Sadness}, - volume = {24}} - @article{lerner2013financial, author = {Lerner, Jennifer S and Li, Ye and Weber, Elke U}, date = {2013}, @@ -2482,30 +1451,6 @@ @article{lerner2013financial title = {The Financial Costs of Sadness}, volume = {24}} -@article{lernerFinancialCostsSadness2013, - author = {Lerner, Jennifer S and Li, Ye and Weber, Elke U}, - date = {2013}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Psychological science}, - number = {1}, - pages = {72--79}, - publisher = {{Sage Publications Sage CA: Los Angeles, CA}}, - title = {The Financial Costs of Sadness}, - volume = {24}} - -@article{lernerFinancialCostsSadness2013, - author = {Lerner, Jennifer S and Li, Ye and Weber, Elke U}, - date = {2013}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Psychological science}, - number = {1}, - pages = {72--79}, - publisher = {{Sage Publications Sage CA: Los Angeles, CA}}, - title = {The Financial Costs of Sadness}, - volume = {24}} - @article{list2004neoclassical, author = {List, John A}, date = {2004}, @@ -2518,102 +1463,17 @@ @article{list2004neoclassical title = {Neoclassical Theory versus Prospect Theory: {{Evidence}} from the Marketplace}, volume = {72}} -@article{list2004neoclassical, - author = {List, John A}, - date = {2004}, +@article{lucas1976econometric, + author = {Lucas, JR}, + date = {1976}, date-added = {2022-12-13 12:58:01 +0100}, date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Econometrica : journal of the Econometric Society}, - number = {2}, - pages = {615--625}, - shortjournal = {Econometrica}, - title = {Neoclassical Theory versus Prospect Theory: {{Evidence}} from the Marketplace}, - volume = {72}} + title = {Econometric Policy Evaluation: A Critique `, in {{K}}. {{Brunner}} and {{A Meltzer}}, {{The Phillips}} Curve and Labor Markets, {{North Holland}}}} -@article{listNeoclassicalTheoryProspect2004, - author = {List, John A}, - date = {2004}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Econometrica}, - number = {2}, - pages = {615--625}, - publisher = {{Wiley Online Library}}, - title = {Neoclassical Theory versus Prospect Theory: {{Evidence}} from the Marketplace}, - volume = {72}} - -@article{listNeoclassicalTheoryProspect2004, - author = {List, John A}, - date = {2004}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Econometrica : journal of the Econometric Society}, - number = {2}, - pages = {615--625}, - publisher = {{Wiley Online Library}}, - shortjournal = {Econometrica}, - title = {Neoclassical Theory versus Prospect Theory: {{Evidence}} from the Marketplace}, - volume = {72}} - -@article{lucas1976econometric, - author = {Lucas, JR}, - date = {1976}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - title = {Econometric Policy Evaluation: A Critique `, in {{K}}. {{Brunner}} and {{A Meltzer}}, {{The Phillips}} Curve and Labor Markets, {{North Holland}}}} - -@article{lucas1976econometric, - author = {Lucas, JR}, - date = {1976}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - title = {Econometric Policy Evaluation: {{A}} Critique `, in {{K}}. {{Brunner}} and {{A Meltzer}}, {{The Phillips}} Curve and Labor Markets, {{North Holland}}}} - -@article{lucasEconometricPolicyEvaluation1976, - author = {Lucas, JR}, - date = {1976}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - title = {Econometric Policy Evaluation: A Critique `, in {{K}}. {{Brunner}} and {{A Meltzer}}, {{The Phillips}} Curve and Labor Markets, {{North Holland}}}} - -@article{lucasEconometricPolicyEvaluation1976, - author = {Lucas, JR}, - date = {1976}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - title = {Econometric Policy Evaluation: {{A}} Critique `, in {{K}}. {{Brunner}} and {{A Meltzer}}, {{The Phillips}} Curve and Labor Markets, {{North Holland}}}} - -@inproceedings{lundberg2017unified, - author = {Lundberg, Scott M and Lee, Su-In}, - booktitle = {Proceedings of the 31st International Conference on Neural Information Processing Systems}, - date = {2017}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - pages = {4768--4777}, - title = {A Unified Approach to Interpreting Model Predictions}} - -@inproceedings{lundberg2017unified, - author = {Lundberg, Scott M and Lee, Su-In}, - booktitle = {Proceedings of the 31st International Conference on Neural Information Processing Systems}, - date = {2017}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - pages = {4768--4777}, - title = {A Unified Approach to Interpreting Model Predictions}} - -@inproceedings{lundbergUnifiedApproachInterpreting2017, - author = {Lundberg, Scott M and Lee, Su-In}, - booktitle = {Proceedings of the 31st International Conference on Neural Information Processing Systems}, - date = {2017}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - pages = {4768--4777}, - title = {A Unified Approach to Interpreting Model Predictions}} - -@inproceedings{lundbergUnifiedApproachInterpreting2017, - author = {Lundberg, Scott M and Lee, Su-In}, - booktitle = {Proceedings of the 31st International Conference on Neural Information Processing Systems}, - date = {2017}, +@inproceedings{lundberg2017unified, + author = {Lundberg, Scott M and Lee, Su-In}, + booktitle = {Proceedings of the 31st International Conference on Neural Information Processing Systems}, + date = {2017}, date-added = {2022-12-13 12:58:01 +0100}, date-modified = {2022-12-13 12:58:01 +0100}, pages = {4768--4777}, @@ -2627,41 +1487,6 @@ @book{lutkepohl2005new publisher = {{Springer Science \& Business Media}}, title = {New Introduction to Multiple Time Series Analysis}} -@book{lutkepohl2005new, - author = {L{\"u}tkepohl, Helmut}, - date = {2005}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - publisher = {{Springer Science \& Business Media}}, - title = {New Introduction to Multiple Time Series Analysis}} - -@book{lutkepohlNewIntroductionMultiple2005, - author = {L{\"u}tkepohl, Helmut}, - date = {2005}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - publisher = {{Springer Science \& Business Media}}, - title = {New Introduction to Multiple Time Series Analysis}} - -@book{lutkepohlNewIntroductionMultiple2005, - author = {L{\"u}tkepohl, Helmut}, - date = {2005}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - publisher = {{Springer Science \& Business Media}}, - title = {New Introduction to Multiple Time Series Analysis}} - -@article{madrian2001power, - author = {Madrian, Brigitte C and Shea, Dennis F}, - date = {2001}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {The Quarterly journal of economics}, - number = {4}, - pages = {1149--1187}, - title = {The Power of Suggestion: {{Inertia}} in 401 (k) Participation and Savings Behavior}, - volume = {116}} - @article{madrian2001power, author = {Madrian, Brigitte C and Shea, Dennis F}, date = {2001}, @@ -2673,38 +1498,6 @@ @article{madrian2001power title = {The Power of Suggestion: {{Inertia}} in 401 (k) Participation and Savings Behavior}, volume = {116}} -@article{madrianPowerSuggestionInertia2001, - author = {Madrian, Brigitte C and Shea, Dennis F}, - date = {2001}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {The Quarterly journal of economics}, - number = {4}, - pages = {1149--1187}, - publisher = {{MIT Press}}, - title = {The Power of Suggestion: {{Inertia}} in 401 (k) Participation and Savings Behavior}, - volume = {116}} - -@article{madrianPowerSuggestionInertia2001, - author = {Madrian, Brigitte C and Shea, Dennis F}, - date = {2001}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {The Quarterly journal of economics}, - number = {4}, - pages = {1149--1187}, - publisher = {{MIT Press}}, - title = {The Power of Suggestion: {{Inertia}} in 401 (k) Participation and Savings Behavior}, - volume = {116}} - -@book{manning2008introduction, - author = {Manning, Christopher D and Sch{\"u}tze, Hinrich and Raghavan, Prabhakar}, - date = {2008}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - publisher = {{Cambridge university press}}, - title = {Introduction to Information Retrieval}} - @book{manning2008introduction, author = {Manning, Christopher D and Sch{\"u}tze, Hinrich and Raghavan, Prabhakar}, date = {2008}, @@ -2713,22 +1506,6 @@ @book{manning2008introduction publisher = {{Cambridge university press}}, title = {Introduction to Information Retrieval}} -@book{manningIntroductionInformationRetrieval2008, - author = {Manning, Christopher D and Sch{\"u}tze, Hinrich and Raghavan, Prabhakar}, - date = {2008}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - publisher = {{Cambridge university press}}, - title = {Introduction to Information Retrieval}} - -@book{manningIntroductionInformationRetrieval2008, - author = {Manning, Christopher D and Sch{\"u}tze, Hinrich and Raghavan, Prabhakar}, - date = {2008}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - publisher = {{Cambridge university press}}, - title = {Introduction to Information Retrieval}} - @misc{manokhin2022awesome, author = {Manokhin, Valery}, date-added = {2022-12-13 12:58:01 +0100}, @@ -2746,52 +1523,6 @@ @article{manski1993identification title = {Identification of Endogenous Social Effects: {{The}} Reflection Problem}, volume = {60}} -@article{manski1993identification, - author = {Manski, Charles F}, - date = {1993}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {The review of economic studies}, - number = {3}, - pages = {531--542}, - title = {Identification of Endogenous Social Effects: {{The}} Reflection Problem}, - volume = {60}} - -@article{manskiIdentificationEndogenousSocial1993, - author = {Manski, Charles F}, - date = {1993}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {The review of economic studies}, - number = {3}, - pages = {531--542}, - publisher = {{Wiley-Blackwell}}, - title = {Identification of Endogenous Social Effects: {{The}} Reflection Problem}, - volume = {60}} - -@article{manskiIdentificationEndogenousSocial1993, - author = {Manski, Charles F}, - date = {1993}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {The review of economic studies}, - number = {3}, - pages = {531--542}, - publisher = {{Wiley-Blackwell}}, - title = {Identification of Endogenous Social Effects: {{The}} Reflection Problem}, - volume = {60}} - -@article{markle2018goals, - author = {Markle, Alex and Wu, George and White, Rebecca and Sackett, Aaron}, - date = {2018}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Journal of Risk and Uncertainty}, - number = {1}, - pages = {19--50}, - title = {Goals as Reference Points in Marathon Running: {{A}} Novel Test of Reference Dependence}, - volume = {56}} - @article{markle2018goals, author = {Markle, Alex and Wu, George and White, Rebecca and Sackett, Aaron}, date = {2018}, @@ -2803,30 +1534,6 @@ @article{markle2018goals title = {Goals as Reference Points in Marathon Running: {{A}} Novel Test of Reference Dependence}, volume = {56}} -@article{markleGoalsReferencePoints2018, - author = {Markle, Alex and Wu, George and White, Rebecca and Sackett, Aaron}, - date = {2018}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Journal of Risk and Uncertainty}, - number = {1}, - pages = {19--50}, - publisher = {{Springer}}, - title = {Goals as Reference Points in Marathon Running: {{A}} Novel Test of Reference Dependence}, - volume = {56}} - -@article{markleGoalsReferencePoints2018, - author = {Markle, Alex and Wu, George and White, Rebecca and Sackett, Aaron}, - date = {2018}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Journal of Risk and Uncertainty}, - number = {1}, - pages = {19--50}, - publisher = {{Springer}}, - title = {Goals as Reference Points in Marathon Running: {{A}} Novel Test of Reference Dependence}, - volume = {56}} - @article{masini2021machine, author = {Masini, Ricardo P and Medeiros, Marcelo C and Mendes, Eduardo F}, date = {2021}, @@ -2835,32 +1542,6 @@ @article{masini2021machine journaltitle = {Journal of Economic Surveys}, title = {Machine Learning Advances for Time Series Forecasting}} -@article{masini2021machine, - author = {Masini, Ricardo P and Medeiros, Marcelo C and Mendes, Eduardo F}, - date = {2021}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Journal of Economic Surveys}, - title = {Machine Learning Advances for Time Series Forecasting}} - -@article{masiniMachineLearningAdvances2021, - author = {Masini, Ricardo P and Medeiros, Marcelo C and Mendes, Eduardo F}, - date = {2021}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Journal of Economic Surveys}, - publisher = {{Wiley Online Library}}, - title = {Machine Learning Advances for Time Series Forecasting}} - -@article{masiniMachineLearningAdvances2021, - author = {Masini, Ricardo P and Medeiros, Marcelo C and Mendes, Eduardo F}, - date = {2021}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Journal of Economic Surveys}, - publisher = {{Wiley Online Library}}, - title = {Machine Learning Advances for Time Series Forecasting}} - @article{mccracken2016fredmd, author = {McCracken, Michael W and Ng, Serena}, date = {2016}, @@ -2872,130 +1553,25 @@ @article{mccracken2016fredmd title = {{{FRED-MD}}: {{A}} Monthly Database for Macroeconomic Research}, volume = {34}} -@article{mccracken2016fredmd, - author = {McCracken, Michael W and Ng, Serena}, - date = {2016}, +@article{mcculloch1990logical, + author = {McCulloch, Warren S and Pitts, Walter}, + date = {1990}, date-added = {2022-12-13 12:58:01 +0100}, date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Journal of Business \& Economic Statistics}, - number = {4}, - pages = {574--589}, - title = {{{FRED-MD}}: {{A}} Monthly Database for Macroeconomic Research}, - volume = {34}} + journaltitle = {Bulletin of mathematical biology}, + number = {1}, + pages = {99--115}, + title = {A Logical Calculus of the Ideas Immanent in Nervous Activity}, + volume = {52}} -@article{mccrackenFREDMDMonthlyDatabase2016, - author = {McCracken, Michael W and Ng, Serena}, - date = {2016}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Journal of Business \& Economic Statistics}, - number = {4}, - pages = {574--589}, - publisher = {{Taylor \& Francis}}, - title = {{{FRED-MD}}: {{A}} Monthly Database for Macroeconomic Research}, - volume = {34}} - -@article{mccrackenFREDMDMonthlyDatabase2016, - author = {McCracken, Michael W and Ng, Serena}, - date = {2016}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Journal of Business \& Economic Statistics}, - number = {4}, - pages = {574--589}, - publisher = {{Taylor \& Francis}}, - title = {{{FRED-MD}}: {{A}} Monthly Database for Macroeconomic Research}, - volume = {34}} - -@article{mcculloch1990logical, - author = {McCulloch, Warren S and Pitts, Walter}, - date = {1990}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Bulletin of mathematical biology}, - number = {1}, - pages = {99--115}, - title = {A Logical Calculus of the Ideas Immanent in Nervous Activity}, - volume = {52}} - -@article{mcculloch1990logical, - author = {McCulloch, Warren S and Pitts, Walter}, - date = {1990}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Bulletin of mathematical biology}, - number = {1}, - pages = {99--115}, - title = {A Logical Calculus of the Ideas Immanent in Nervous Activity}, - volume = {52}} - -@article{mccullochLogicalCalculusIdeas1990, - author = {McCulloch, Warren S and Pitts, Walter}, - date = {1990}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Bulletin of mathematical biology}, - number = {1}, - pages = {99--115}, - publisher = {{Springer}}, - title = {A Logical Calculus of the Ideas Immanent in Nervous Activity}, - volume = {52}} - -@article{mccullochLogicalCalculusIdeas1990, - author = {McCulloch, Warren S and Pitts, Walter}, - date = {1990}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Bulletin of mathematical biology}, - number = {1}, - pages = {99--115}, - publisher = {{Springer}}, - title = {A Logical Calculus of the Ideas Immanent in Nervous Activity}, - volume = {52}} - -@article{migut2015visualizing, - author = {Migut, MA and Worring, Marcel and Veenman, Cor J}, - date = {2015}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Data Mining and Knowledge Discovery}, - number = {1}, - pages = {273--295}, - title = {Visualizing Multi-Dimensional Decision Boundaries in {{2D}}}, - volume = {29}} - -@article{migut2015visualizing, - author = {Migut, MA and Worring, Marcel and Veenman, Cor J}, - date = {2015}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Data Mining and Knowledge Discovery}, - number = {1}, - pages = {273--295}, - title = {Visualizing Multi-Dimensional Decision Boundaries in {{2D}}}, - volume = {29}} - -@article{migutVisualizingMultidimensionalDecision2015, - author = {Migut, MA and Worring, Marcel and Veenman, Cor J}, - date = {2015}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Data Mining and Knowledge Discovery}, - number = {1}, - pages = {273--295}, - publisher = {{Springer}}, - title = {Visualizing Multi-Dimensional Decision Boundaries in {{2D}}}, - volume = {29}} - -@article{migutVisualizingMultidimensionalDecision2015, - author = {Migut, MA and Worring, Marcel and Veenman, Cor J}, - date = {2015}, +@article{migut2015visualizing, + author = {Migut, MA and Worring, Marcel and Veenman, Cor J}, + date = {2015}, date-added = {2022-12-13 12:58:01 +0100}, date-modified = {2022-12-13 12:58:01 +0100}, journaltitle = {Data Mining and Knowledge Discovery}, number = {1}, pages = {273--295}, - publisher = {{Springer}}, title = {Visualizing Multi-Dimensional Decision Boundaries in {{2D}}}, volume = {29}} @@ -3009,16 +1585,6 @@ @article{miller2019explanation title = {Explanation in Artificial Intelligence: {{Insights}} from the Social Sciences}, volume = {267}} -@article{miller2019explanation, - author = {Miller, Tim}, - date = {2019}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Artificial intelligence}, - pages = {1--38}, - title = {Explanation in Artificial Intelligence: {{Insights}} from the Social Sciences}, - volume = {267}} - @inproceedings{miller2020strategic, abstract = {Consequential decision-making incentivizes individuals to strategically adapt their behavior to the specifics of the decision rule. While a long line of work has viewed strategic adaptation as gaming and attempted to mitigate its effects, recent work has instead sought to design classifiers that incentivize individuals to improve a desired quality. Key to both accounts is a cost function that dictates which adaptations are rational to undertake. In this work, we develop a causal framework for strategic adaptation. Our causal perspective clearly distinguishes between gaming and improvement and reveals an important obstacle to incentive design. We prove any procedure for designing classifiers that incentivize improvement must inevitably solve a non-trivial causal inference problem. We show a similar result holds for designing cost functions that satisfy the requirements of previous work. With the benefit of hindsight, our results show much of the prior work on strategic classification is causal modeling in disguise.}, author = {Miller, John and Milli, Smitha and Hardt, Moritz}, @@ -3037,39 +1603,6 @@ @inproceedings{miller2020strategic urldate = {2022-11-03}, bdsk-url-1 = {https://proceedings.mlr.press/v119/miller20b.html}} -@article{millerExplanationArtificialIntelligence2019, - author = {Miller, Tim}, - date = {2019}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Artificial intelligence}, - pages = {1--38}, - publisher = {{Elsevier}}, - title = {Explanation in Artificial Intelligence: {{Insights}} from the Social Sciences}, - volume = {267}} - -@article{millerExplanationArtificialIntelligence2019, - author = {Miller, Tim}, - date = {2019}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Artificial intelligence}, - pages = {1--38}, - publisher = {{Elsevier}}, - title = {Explanation in Artificial Intelligence: {{Insights}} from the Social Sciences}, - volume = {267}} - -@article{mischel1988nature, - author = {Mischel, Walter and Shoda, Yuichi and Peake, Philip K}, - date = {1988}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Journal of personality and social psychology}, - number = {4}, - pages = {687}, - title = {The Nature of Adolescent Competencies Predicted by Preschool Delay of Gratification.}, - volume = {54}} - @article{mischel1988nature, author = {Mischel, Walter and Shoda, Yuichi and Peake, Philip K}, date = {1988}, @@ -3081,39 +1614,6 @@ @article{mischel1988nature title = {The Nature of Adolescent Competencies Predicted by Preschool Delay of Gratification.}, volume = {54}} -@article{mischelNatureAdolescentCompetencies1988, - author = {Mischel, Walter and Shoda, Yuichi and Peake, Philip K}, - date = {1988}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Journal of personality and social psychology}, - number = {4}, - pages = {687}, - publisher = {{American Psychological Association}}, - title = {The Nature of Adolescent Competencies Predicted by Preschool Delay of Gratification.}, - volume = {54}} - -@article{mischelNatureAdolescentCompetencies1988, - author = {Mischel, Walter and Shoda, Yuichi and Peake, Philip K}, - date = {1988}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Journal of personality and social psychology}, - number = {4}, - pages = {687}, - publisher = {{American Psychological Association}}, - title = {The Nature of Adolescent Competencies Predicted by Preschool Delay of Gratification.}, - volume = {54}} - -@inproceedings{mittelstadt2019explaining, - author = {Mittelstadt, Brent and Russell, Chris and Wachter, Sandra}, - booktitle = {Proceedings of the Conference on Fairness, Accountability, and Transparency}, - date = {2019}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - pages = {279--288}, - title = {Explaining Explanations in {{AI}}}} - @inproceedings{mittelstadt2019explaining, author = {Mittelstadt, Brent and Russell, Chris and Wachter, Sandra}, booktitle = {Proceedings of the Conference on Fairness, Accountability, and Transparency}, @@ -3123,32 +1623,6 @@ @inproceedings{mittelstadt2019explaining pages = {279--288}, title = {Explaining Explanations in {{AI}}}} -@inproceedings{mittelstadtExplainingExplanationsAI2019, - author = {Mittelstadt, Brent and Russell, Chris and Wachter, Sandra}, - booktitle = {Proceedings of the Conference on Fairness, Accountability, and Transparency}, - date = {2019}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - pages = {279--288}, - title = {Explaining Explanations in {{AI}}}} - -@inproceedings{mittelstadtExplainingExplanationsAI2019, - author = {Mittelstadt, Brent and Russell, Chris and Wachter, Sandra}, - booktitle = {Proceedings of the Conference on Fairness, Accountability, and Transparency}, - date = {2019}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - pages = {279--288}, - title = {Explaining Explanations in {{AI}}}} - -@book{molnar2020interpretable, - author = {Molnar, Christoph}, - date = {2020}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - publisher = {{Lulu. com}}, - title = {Interpretable Machine Learning}} - @book{molnar2020interpretable, author = {Molnar, Christoph}, date = {2020}, @@ -3157,30 +1631,6 @@ @book{molnar2020interpretable publisher = {{Lulu. com}}, title = {Interpretable Machine Learning}} -@book{molnarInterpretableMachineLearning2020, - author = {Molnar, Christoph}, - date = {2020}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - publisher = {{Lulu. com}}, - title = {Interpretable Machine Learning}} - -@book{molnarInterpretableMachineLearning2020, - author = {Molnar, Christoph}, - date = {2020}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - publisher = {{Lulu. com}}, - title = {Interpretable Machine Learning}} - -@book{morgan2015counterfactuals, - author = {Morgan, Stephen L and Winship, Christopher}, - date = {2015}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - publisher = {{Cambridge University Press}}, - title = {Counterfactuals and Causal Inference}} - @book{morgan2015counterfactuals, author = {Morgan, Stephen L and Winship, Christopher}, date = {2015}, @@ -3189,33 +1639,6 @@ @book{morgan2015counterfactuals publisher = {{Cambridge University Press}}, title = {Counterfactuals and Causal Inference}} -@book{morganCounterfactualsCausalInference2015, - author = {Morgan, Stephen L and Winship, Christopher}, - date = {2015}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - publisher = {{Cambridge University Press}}, - title = {Counterfactuals and Causal Inference}} - -@book{morganCounterfactualsCausalInference2015, - author = {Morgan, Stephen L and Winship, Christopher}, - date = {2015}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - publisher = {{Cambridge University Press}}, - title = {Counterfactuals and Causal Inference}} - -@article{mosteller1951experimental, - author = {Mosteller, Frederick and Nogee, Philip}, - date = {1951}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Journal of Political Economy}, - number = {5}, - pages = {371--404}, - title = {An Experimental Measurement of Utility}, - volume = {59}} - @article{mosteller1951experimental, author = {Mosteller, Frederick and Nogee, Philip}, date = {1951}, @@ -3227,30 +1650,6 @@ @article{mosteller1951experimental title = {An Experimental Measurement of Utility}, volume = {59}} -@article{mostellerExperimentalMeasurementUtility1951, - author = {Mosteller, Frederick and Nogee, Philip}, - date = {1951}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Journal of Political Economy}, - number = {5}, - pages = {371--404}, - publisher = {{The University of Chicago Press}}, - title = {An Experimental Measurement of Utility}, - volume = {59}} - -@article{mostellerExperimentalMeasurementUtility1951, - author = {Mosteller, Frederick and Nogee, Philip}, - date = {1951}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Journal of Political Economy}, - number = {5}, - pages = {371--404}, - publisher = {{The University of Chicago Press}}, - title = {An Experimental Measurement of Utility}, - volume = {59}} - @inproceedings{mothilal2020explaining, author = {Mothilal, Ramaravind K and Sharma, Amit and Tan, Chenhao}, booktitle = {Proceedings of the 2020 {{Conference}} on {{Fairness}}, {{Accountability}}, and {{Transparency}}}, @@ -3260,33 +1659,6 @@ @inproceedings{mothilal2020explaining pages = {607--617}, title = {Explaining Machine Learning Classifiers through Diverse Counterfactual Explanations}} -@inproceedings{mothilal2020explaining, - author = {Mothilal, Ramaravind K and Sharma, Amit and Tan, Chenhao}, - booktitle = {Proceedings of the 2020 {{Conference}} on {{Fairness}}, {{Accountability}}, and {{Transparency}}}, - date = {2020}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - pages = {607--617}, - title = {Explaining Machine Learning Classifiers through Diverse Counterfactual Explanations}} - -@inproceedings{mothilalExplainingMachineLearning2020, - author = {Mothilal, Ramaravind K and Sharma, Amit and Tan, Chenhao}, - booktitle = {Proceedings of the 2020 {{Conference}} on {{Fairness}}, {{Accountability}}, and {{Transparency}}}, - date = {2020}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - pages = {607--617}, - title = {Explaining Machine Learning Classifiers through Diverse Counterfactual Explanations}} - -@inproceedings{mothilalExplainingMachineLearning2020, - author = {Mothilal, Ramaravind K and Sharma, Amit and Tan, Chenhao}, - booktitle = {Proceedings of the 2020 {{Conference}} on {{Fairness}}, {{Accountability}}, and {{Transparency}}}, - date = {2020}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - pages = {607--617}, - title = {Explaining Machine Learning Classifiers through Diverse Counterfactual Explanations}} - @book{murphy2012machine, author = {Murphy, Kevin P}, date = {2012}, @@ -3311,57 +1683,6 @@ @book{murphy2022probabilistic publisher = {{MIT Press}}, title = {Probabilistic {{Machine Learning}}: {{An}} Introduction}} -@book{murphy2022probabilistic, - author = {Murphy, Kevin P}, - date = {2022}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - publisher = {{MIT Press}}, - title = {Probabilistic {{Machine Learning}}: {{An}} Introduction}} - -@book{murphyMachineLearningProbabilistic2012, - author = {Murphy, Kevin P}, - date = {2012}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - publisher = {{MIT press}}, - title = {Machine Learning: A Probabilistic Perspective}} - -@book{murphyMachineLearningProbabilistic2012, - author = {Murphy, Kevin P}, - date = {2012}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - publisher = {{MIT press}}, - title = {Machine Learning: {{A}} Probabilistic Perspective}} - -@book{murphyProbabilisticMachineLearning2022, - author = {Murphy, Kevin P}, - date = {2022}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - publisher = {{MIT Press}}, - title = {Probabilistic {{Machine Learning}}: {{An}} Introduction}} - -@book{murphyProbabilisticMachineLearning2022, - author = {Murphy, Kevin P}, - date = {2022}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - publisher = {{MIT Press}}, - title = {Probabilistic {{Machine Learning}}: {{An}} Introduction}} - -@article{nagel1995unraveling, - author = {Nagel, Rosemarie}, - date = {1995}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {The American Economic Review}, - number = {5}, - pages = {1313--1326}, - title = {Unraveling in Guessing Games: {{An}} Experimental Study}, - volume = {85}} - @article{nagel1995unraveling, author = {Nagel, Rosemarie}, date = {1995}, @@ -3373,37 +1694,6 @@ @article{nagel1995unraveling title = {Unraveling in Guessing Games: {{An}} Experimental Study}, volume = {85}} -@article{nagelUnravelingGuessingGames1995, - author = {Nagel, Rosemarie}, - date = {1995}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {The American Economic Review}, - number = {5}, - pages = {1313--1326}, - publisher = {{JSTOR}}, - title = {Unraveling in Guessing Games: {{An}} Experimental Study}, - volume = {85}} - -@article{nagelUnravelingGuessingGames1995, - author = {Nagel, Rosemarie}, - date = {1995}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {The American Economic Review}, - number = {5}, - pages = {1313--1326}, - publisher = {{JSTOR}}, - title = {Unraveling in Guessing Games: {{An}} Experimental Study}, - volume = {85}} - -@unpublished{navarro-martinez2021bridging, - author = {Navarro-Martinez, Daniel and Wang, Xinghua}, - date = {2021}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - title = {Bridging the Gap between the Lab and the Field: {{Dictator}} Games and Donations}} - @unpublished{navarro-martinez2021bridging, author = {Navarro-Martinez, Daniel and Wang, Xinghua}, date = {2021}, @@ -3411,30 +1701,6 @@ @unpublished{navarro-martinez2021bridging date-modified = {2022-12-13 12:58:01 +0100}, title = {Bridging the Gap between the Lab and the Field: {{Dictator}} Games and Donations}} -@unpublished{navarro-martinezBridgingGapLab2021, - author = {Navarro-Martinez, Daniel and Wang, Xinghua}, - date = {2021}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - title = {Bridging the Gap between the Lab and the Field: {{Dictator}} Games and Donations}} - -@unpublished{navarro-martinezBridgingGapLab2021, - author = {Navarro-Martinez, Daniel and Wang, Xinghua}, - date = {2021}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - title = {Bridging the Gap between the Lab and the Field: {{Dictator}} Games and Donations}} - -@inproceedings{nelson2015evaluating, - author = {Nelson, Kevin and Corbin, George and Anania, Mark and Kovacs, Matthew and Tobias, Jeremy and Blowers, Misty}, - booktitle = {2015 {{IEEE Symposium}} on {{Computational Intelligence}} for {{Security}} and {{Defense Applications}} ({{CISDA}})}, - date = {2015}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - pages = {1--8}, - publisher = {{IEEE}}, - title = {Evaluating Model Drift in Machine Learning Algorithms}} - @inproceedings{nelson2015evaluating, author = {Nelson, Kevin and Corbin, George and Anania, Mark and Kovacs, Matthew and Tobias, Jeremy and Blowers, Misty}, booktitle = {2015 {{IEEE Symposium}} on {{Computational Intelligence}} for {{Security}} and {{Defense Applications}} ({{CISDA}})}, @@ -3445,34 +1711,6 @@ @inproceedings{nelson2015evaluating publisher = {{IEEE}}, title = {Evaluating Model Drift in Machine Learning Algorithms}} -@inproceedings{nelsonEvaluatingModelDrift2015, - author = {Nelson, Kevin and Corbin, George and Anania, Mark and Kovacs, Matthew and Tobias, Jeremy and Blowers, Misty}, - booktitle = {2015 {{IEEE Symposium}} on {{Computational Intelligence}} for {{Security}} and {{Defense Applications}} ({{CISDA}})}, - date = {2015}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - pages = {1--8}, - publisher = {{IEEE}}, - title = {Evaluating Model Drift in Machine Learning Algorithms}} - -@inproceedings{nelsonEvaluatingModelDrift2015, - author = {Nelson, Kevin and Corbin, George and Anania, Mark and Kovacs, Matthew and Tobias, Jeremy and Blowers, Misty}, - booktitle = {2015 {{IEEE Symposium}} on {{Computational Intelligence}} for {{Security}} and {{Defense Applications}} ({{CISDA}})}, - date = {2015}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - pages = {1--8}, - publisher = {{IEEE}}, - title = {Evaluating Model Drift in Machine Learning Algorithms}} - -@book{nocedal2006numerical, - author = {Nocedal, Jorge and Wright, Stephen}, - date = {2006}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - publisher = {{Springer Science \& Business Media}}, - title = {Numerical Optimization}} - @book{nocedal2006numerical, author = {Nocedal, Jorge and Wright, Stephen}, date = {2006}, @@ -3481,31 +1719,6 @@ @book{nocedal2006numerical publisher = {{Springer Science \& Business Media}}, title = {Numerical Optimization}} -@book{nocedalNumericalOptimization2006, - author = {Nocedal, Jorge and Wright, Stephen}, - date = {2006}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - publisher = {{Springer Science \& Business Media}}, - title = {Numerical Optimization}} - -@book{nocedalNumericalOptimization2006, - author = {Nocedal, Jorge and Wright, Stephen}, - date = {2006}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - publisher = {{Springer Science \& Business Media}}, - title = {Numerical Optimization}} - -@misc{oecd2021artificial, - author = {{OECD}}, - date = {2021}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - title = {Artificial {{Intelligence}}, {{Machine Learning}} and {{Big Data}} in {{Finance}}: {{Opportunities}}, {{Challenges}} and {{Implications}} for {{Policy Makers}}}, - url = {https://www.oecd.org/finance/financial-markets/Artificial-intelligence-machine-learning-big-data-in-finance.pdf}, - bdsk-url-1 = {https://www.oecd.org/finance/financial-markets/Artificial-intelligence-machine-learning-big-data-in-finance.pdf}} - @misc{oecd2021artificial, author = {{OECD}}, date = {2021}, @@ -3525,24 +1738,6 @@ @online{oecdArtificialIntelligenceMachine2021 url = {https://www.oecd.org/finance/financial-markets/Artificial-intelligence-machine-learning-big-data-in-finance.pdf}, bdsk-url-1 = {https://www.oecd.org/finance/financial-markets/Artificial-intelligence-machine-learning-big-data-in-finance.pdf}} -@online{oecdArtificialIntelligenceMachine2021, - author = {{OECD}}, - date = {2021}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - publisher = {{OECD}}, - title = {Artificial {{Intelligence}}, {{Machine Learning}} and {{Big Data}} in {{Finance}}: {{Opportunities}}, {{Challenges}} and {{Implications}} for {{Policy Makers}}}, - url = {https://www.oecd.org/finance/financial-markets/Artificial-intelligence-machine-learning-big-data-in-finance.pdf}, - bdsk-url-1 = {https://www.oecd.org/finance/financial-markets/Artificial-intelligence-machine-learning-big-data-in-finance.pdf}} - -@book{oneil2016weapons, - author = {O'Neil, Cathy}, - date = {2016}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - publisher = {{Crown}}, - title = {Weapons of Math Destruction: {{How}} Big Data Increases Inequality and Threatens Democracy}} - @book{oneil2016weapons, author = {O'Neil, Cathy}, date = {2016}, @@ -3551,33 +1746,6 @@ @book{oneil2016weapons publisher = {{Crown}}, title = {Weapons of Math Destruction: {{How}} Big Data Increases Inequality and Threatens Democracy}} -@book{oneilWeaponsMathDestruction2016, - author = {O'Neil, Cathy}, - date = {2016}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - publisher = {{Crown}}, - title = {Weapons of Math Destruction: {{How}} Big Data Increases Inequality and Threatens Democracy}} - -@book{oneilWeaponsMathDestruction2016, - author = {O'Neil, Cathy}, - date = {2016}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - publisher = {{Crown}}, - title = {Weapons of Math Destruction: {{How}} Big Data Increases Inequality and Threatens Democracy}} - -@article{pace1997sparse, - author = {Pace, R Kelley and Barry, Ronald}, - date = {1997}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Statistics \& Probability Letters}, - number = {3}, - pages = {291--297}, - title = {Sparse Spatial Autoregressions}, - volume = {33}} - @article{pace1997sparse, author = {Pace, R Kelley and Barry, Ronald}, date = {1997}, @@ -3589,30 +1757,6 @@ @article{pace1997sparse title = {Sparse Spatial Autoregressions}, volume = {33}} -@article{paceSparseSpatialAutoregressions1997, - author = {Pace, R Kelley and Barry, Ronald}, - date = {1997}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Statistics \& Probability Letters}, - number = {3}, - pages = {291--297}, - publisher = {{Elsevier}}, - title = {Sparse Spatial Autoregressions}, - volume = {33}} - -@article{paceSparseSpatialAutoregressions1997, - author = {Pace, R Kelley and Barry, Ronald}, - date = {1997}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Statistics \& Probability Letters}, - number = {3}, - pages = {291--297}, - publisher = {{Elsevier}}, - title = {Sparse Spatial Autoregressions}, - volume = {33}} - @unpublished{parr2018matrix, archiveprefix = {arXiv}, author = {Parr, Terence and Howard, Jeremy}, @@ -3623,4612 +1767,58 @@ @unpublished{parr2018matrix eprinttype = {arxiv}, title = {The Matrix Calculus You Need for Deep Learning}} -@unpublished{parr2018matrix, +@unpublished{pawelczyk2021carla, archiveprefix = {arXiv}, - author = {Parr, Terence and Howard, Jeremy}, - date = {2018}, + author = {Pawelczyk, Martin and Bielawski, Sascha and van den Heuvel, Johannes and Richter, Tobias and Kasneci, Gjergji}, + date = {2021}, date-added = {2022-12-13 12:58:01 +0100}, date-modified = {2022-12-13 12:58:01 +0100}, - eprint = {1802.01528}, + eprint = {2108.00783}, eprinttype = {arxiv}, - title = {The Matrix Calculus You Need for Deep Learning}} + title = {Carla: A Python Library to Benchmark Algorithmic Recourse and Counterfactual Explanation Algorithms}} -@unpublished{parrMatrixCalculusYou2018, - archiveprefix = {arXiv}, - author = {Parr, Terence and Howard, Jeremy}, +@book{pearl2018book, + author = {Pearl, Judea and Mackenzie, Dana}, date = {2018}, date-added = {2022-12-13 12:58:01 +0100}, date-modified = {2022-12-13 12:58:01 +0100}, - eprint = {1802.01528}, - eprinttype = {arxiv}, - title = {The Matrix Calculus You Need for Deep Learning}} + publisher = {{Basic books}}, + title = {The Book of Why: The New Science of Cause and Effect}} -@unpublished{parrMatrixCalculusYou2018, - archiveprefix = {arXiv}, - author = {Parr, Terence and Howard, Jeremy}, - date = {2018}, +@article{pearl2019seven, + author = {Pearl, Judea}, + date = {2019}, date-added = {2022-12-13 12:58:01 +0100}, date-modified = {2022-12-13 12:58:01 +0100}, - eprint = {1802.01528}, - eprinttype = {arxiv}, - title = {The Matrix Calculus You Need for Deep Learning}} - -@unpublished{pawelczyk2021carla, - archiveprefix = {arXiv}, - author = {Pawelczyk, Martin and Bielawski, Sascha and van den Heuvel, Johannes and Richter, Tobias and Kasneci, Gjergji}, - date = {2021}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - eprint = {2108.00783}, - eprinttype = {arxiv}, - title = {Carla: A Python Library to Benchmark Algorithmic Recourse and Counterfactual Explanation Algorithms}} - -@unpublished{pawelczyk2021carla, - archiveprefix = {arXiv}, - author = {Pawelczyk, Martin and Bielawski, Sascha and van den Heuvel, Johannes and Richter, Tobias and Kasneci, Gjergji}, - date = {2021}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - eprint = {2108.00783}, - eprinttype = {arxiv}, - options = {useprefix=true}, - title = {Carla: {{A}} Python Library to Benchmark Algorithmic Recourse and Counterfactual Explanation Algorithms}} - -@unpublished{pawelczykCarlaPythonLibrary2021, - archiveprefix = {arXiv}, - author = {Pawelczyk, Martin and Bielawski, Sascha and van den Heuvel, Johannes and Richter, Tobias and Kasneci, Gjergji}, - date = {2021}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - eprint = {2108.00783}, - eprinttype = {arxiv}, - title = {Carla: A Python Library to Benchmark Algorithmic Recourse and Counterfactual Explanation Algorithms}} - -@unpublished{pawelczykCarlaPythonLibrary2021, - archiveprefix = {arXiv}, - author = {Pawelczyk, Martin and Bielawski, Sascha and van den Heuvel, Johannes and Richter, Tobias and Kasneci, Gjergji}, - date = {2021}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - eprint = {2108.00783}, - eprinttype = {arxiv}, - options = {useprefix=true}, - title = {Carla: {{A}} Python Library to Benchmark Algorithmic Recourse and Counterfactual Explanation Algorithms}} - -@book{pearl2018book, - author = {Pearl, Judea and Mackenzie, Dana}, - date = {2018}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - publisher = {{Basic books}}, - title = {The Book of Why: The New Science of Cause and Effect}} - -@book{pearl2018book, - author = {Pearl, Judea and Mackenzie, Dana}, - date = {2018}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - publisher = {{Basic books}}, - title = {The Book of Why: {{The}} New Science of Cause and Effect}} - -@article{pearl2019seven, - author = {Pearl, Judea}, - date = {2019}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Communications of the ACM}, - number = {3}, - pages = {54--60}, - title = {The Seven Tools of Causal Inference, with Reflections on Machine Learning}, - volume = {62}} - -@article{pearl2019seven, - author = {Pearl, Judea}, - date = {2019}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Communications of the ACM}, - number = {3}, - pages = {54--60}, - title = {The Seven Tools of Causal Inference, with Reflections on Machine Learning}, - volume = {62}} - -@book{pearlBookWhyNew2018, - author = {Pearl, Judea and Mackenzie, Dana}, - date = {2018}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - publisher = {{Basic books}}, - title = {The Book of Why: The New Science of Cause and Effect}} - -@book{pearlBookWhyNew2018, - author = {Pearl, Judea and Mackenzie, Dana}, - date = {2018}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - publisher = {{Basic books}}, - title = {The Book of Why: {{The}} New Science of Cause and Effect}} - -@article{pearlSevenToolsCausal2019, - author = {Pearl, Judea}, - date = {2019}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Communications of the ACM}, - number = {3}, - pages = {54--60}, - publisher = {{ACM New York, NY, USA}}, - title = {The Seven Tools of Causal Inference, with Reflections on Machine Learning}, - volume = {62}} - -@article{pearlSevenToolsCausal2019, - author = {Pearl, Judea}, - date = {2019}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Communications of the ACM}, - number = {3}, - pages = {54--60}, - publisher = {{ACM New York, NY, USA}}, - title = {The Seven Tools of Causal Inference, with Reflections on Machine Learning}, - volume = {62}} - -@article{pedregosa2011scikitlearn, - author = {Pedregosa, Fabian and Varoquaux, Ga{\"e}l and Gramfort, Alexandre and Michel, Vincent and Thirion, Bertrand and Grisel, Olivier and Blondel, Mathieu and Prettenhofer, Peter and Weiss, Ron and Dubourg, Vincent and others}, - date = {2011}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {the Journal of machine Learning research}, - pages = {2825--2830}, - title = {Scikit-Learn: {{Machine}} Learning in {{Python}}}, - volume = {12}} - -@article{pedregosa2011scikitlearn, - author = {Pedregosa, Fabian and Varoquaux, Ga{\"e}l and Gramfort, Alexandre and Michel, Vincent and Thirion, Bertrand and Grisel, Olivier and Blondel, Mathieu and Prettenhofer, Peter and Weiss, Ron and Dubourg, Vincent and others}, - date = {2011}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {the Journal of machine Learning research}, - pages = {2825--2830}, - title = {Scikit-Learn: {{Machine}} Learning in {{Python}}}, - volume = {12}} - -@article{pedregosaScikitlearnMachineLearning2011, - author = {Pedregosa, Fabian and Varoquaux, Ga{\"e}l and Gramfort, Alexandre and Michel, Vincent and Thirion, Bertrand and Grisel, Olivier and Blondel, Mathieu and Prettenhofer, Peter and Weiss, Ron and Dubourg, Vincent and others}, - date = {2011}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {the Journal of machine Learning research}, - pages = {2825--2830}, - publisher = {{JMLR. org}}, - title = {Scikit-Learn: {{Machine}} Learning in {{Python}}}, - volume = {12}} - -@article{pedregosaScikitlearnMachineLearning2011, - author = {Pedregosa, Fabian and Varoquaux, Ga{\"e}l and Gramfort, Alexandre and Michel, Vincent and Thirion, Bertrand and Grisel, Olivier and Blondel, Mathieu and Prettenhofer, Peter and Weiss, Ron and Dubourg, Vincent and others}, - date = {2011}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {the Journal of machine Learning research}, - pages = {2825--2830}, - publisher = {{JMLR. org}}, - title = {Scikit-Learn: {{Machine}} Learning in {{Python}}}, - volume = {12}} - -@book{perry2010economic, - author = {Perry, George L and Tobin, James}, - date = {2010}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - publisher = {{Brookings Institution Press}}, - title = {Economic {{Events}}, {{Ideas}}, and {{Policies}}: The 1960s and After}} - -@book{perry2010economic, - author = {Perry, George L and Tobin, James}, - date = {2010}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - publisher = {{Brookings Institution Press}}, - title = {Economic {{Events}}, {{Ideas}}, and {{Policies}}: {{The}} 1960s and After}} - -@book{perryEconomicEventsIdeas2010, - author = {Perry, George L and Tobin, James}, - date = {2010}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - publisher = {{Brookings Institution Press}}, - title = {Economic {{Events}}, {{Ideas}}, and {{Policies}}: The 1960s and After}} - -@book{perryEconomicEventsIdeas2010, - author = {Perry, George L and Tobin, James}, - date = {2010}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - publisher = {{Brookings Institution Press}}, - title = {Economic {{Events}}, {{Ideas}}, and {{Policies}}: {{The}} 1960s and After}} - -@article{pfaff2008var, - author = {Pfaff, Bernhard and others}, - date = {2008}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Journal of Statistical Software}, - number = {4}, - pages = {1--32}, - title = {{{VAR}}, {{SVAR}} and {{SVEC}} Models: {{Implementation}} within {{R}} Package Vars}, - volume = {27}} - -@article{pfaff2008var, - author = {Pfaff, Bernhard and others}, - date = {2008}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Journal of Statistical Software}, - number = {4}, - pages = {1--32}, - title = {{{VAR}}, {{SVAR}} and {{SVEC}} Models: {{Implementation}} within {{R}} Package Vars}, - volume = {27}} - -@article{pfaffVARSVARSVEC2008, - author = {Pfaff, Bernhard and others}, - date = {2008}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Journal of Statistical Software}, - number = {4}, - pages = {1--32}, - title = {{{VAR}}, {{SVAR}} and {{SVEC}} Models: {{Implementation}} within {{R}} Package Vars}, - volume = {27}} - -@article{pfaffVARSVARSVEC2008, - author = {Pfaff, Bernhard and others}, - date = {2008}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Journal of Statistical Software}, - number = {4}, - pages = {1--32}, - title = {{{VAR}}, {{SVAR}} and {{SVEC}} Models: {{Implementation}} within {{R}} Package Vars}, - volume = {27}} - -@book{pindyck2014microeconomics, - author = {Pindyck, Robert S and Rubinfeld, Daniel L}, - date = {2014}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - publisher = {{Pearson Education}}, - title = {Microeconomics}} - -@book{pindyck2014microeconomics, - author = {Pindyck, Robert S and Rubinfeld, Daniel L}, - date = {2014}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - publisher = {{Pearson Education}}, - title = {Microeconomics}} - -@book{pindyckMicroeconomics2014, - author = {Pindyck, Robert S and Rubinfeld, Daniel L}, - date = {2014}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - publisher = {{Pearson Education}}, - title = {Microeconomics}} - -@book{pindyckMicroeconomics2014, - author = {Pindyck, Robert S and Rubinfeld, Daniel L}, - date = {2014}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - publisher = {{Pearson Education}}, - title = {Microeconomics}} - -@article{pope2011numbers, - author = {Pope, Devin and Simonsohn, Uri}, - date = {2011}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Psychological science}, - number = {1}, - pages = {71--79}, - title = {Round Numbers as Goals: {{Evidence}} from Baseball, {{SAT}} Takers, and the Lab}, - volume = {22}} - -@article{pope2011numbers, - author = {Pope, Devin and Simonsohn, Uri}, - date = {2011}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Psychological science}, - number = {1}, - pages = {71--79}, - title = {Round Numbers as Goals: {{Evidence}} from Baseball, {{SAT}} Takers, and the Lab}, - volume = {22}} - -@article{popeNumbersGoalsEvidence2011, - author = {Pope, Devin and Simonsohn, Uri}, - date = {2011}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Psychological science}, - number = {1}, - pages = {71--79}, - publisher = {{Sage Publications Sage CA: Los Angeles, CA}}, - title = {Round Numbers as Goals: {{Evidence}} from Baseball, {{SAT}} Takers, and the Lab}, - volume = {22}} - -@article{popeNumbersGoalsEvidence2011, - author = {Pope, Devin and Simonsohn, Uri}, - date = {2011}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - journaltitle = {Psychological science}, - number = {1}, - pages = {71--79}, - publisher = {{Sage Publications Sage CA: Los Angeles, CA}}, - title = {Round Numbers as Goals: {{Evidence}} from Baseball, {{SAT}} Takers, and the Lab}, - volume = {22}} - -@inproceedings{poyiadzi2020face, - author = {Poyiadzi, Rafael and Sokol, Kacper and Santos-Rodriguez, Raul and De Bie, Tijl and Flach, Peter}, - booktitle = {Proceedings of the {{AAAI}}/{{ACM Conference}} on {{AI}}, {{Ethics}}, and {{Society}}}, - date = {2020}, - date-added = {2022-12-13 12:58:01 +0100}, - date-modified = {2022-12-13 12:58:01 +0100}, - pages = {344--350}, - title = {{{FACE}}: {{Feasible}} and Actionable Counterfactual Explanations}} - -@inproceedings{poyiadzi2020face, - author = {Poyiadzi, Rafael and Sokol, Kacper and Santos-Rodriguez, Raul and De Bie, Tijl and Flach, Peter}, - booktitle = {Proceedings of the {{AAAI}}/{{ACM Conference}} on {{AI}}, {{Ethics}}, and {{Society}}}, - date = {2020}, - date-added = {2022-12-13 12:58:01 +0100}, - 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author = {Migut, MA and Worring, Marcel and Veenman, Cor J}, - date = {2015}, - journaltitle = {Data Mining and Knowledge Discovery}, - number = {1}, - pages = {273--295}, - publisher = {{Springer}}, - title = {Visualizing Multi-Dimensional Decision Boundaries in {{2D}}}, - volume = {29}} - -@article{miller2019explanation, - author = {Miller, Tim}, - date = {2019}, - journaltitle = {Artificial intelligence}, - pages = {1--38}, - title = {Explanation in Artificial Intelligence: {{Insights}} from the Social Sciences}, - volume = {267}} - -@article{miller2019explanation, - author = {Miller, Tim}, - date = {2019}, - journaltitle = {Artificial intelligence}, - pages = {1--38}, - title = {Explanation in Artificial Intelligence: {{Insights}} from the Social Sciences}, - volume = {267}} - -@inproceedings{miller2020strategic, - abstract = {Consequential decision-making incentivizes individuals to strategically adapt their behavior to the specifics of the decision rule. While a long line of work has viewed strategic adaptation as gaming and attempted to mitigate its effects, recent work has instead sought to design classifiers that incentivize individuals to improve a desired quality. Key to both accounts is a cost function that dictates which adaptations are rational to undertake. In this work, we develop a causal framework for strategic adaptation. Our causal perspective clearly distinguishes between gaming and improvement and reveals an important obstacle to incentive design. We prove any procedure for designing classifiers that incentivize improvement must inevitably solve a non-trivial causal inference problem. We show a similar result holds for designing cost functions that satisfy the requirements of previous work. With the benefit of hindsight, our results show much of the prior work on strategic classification is causal modeling in disguise.}, - author = {Miller, John and Milli, Smitha and Hardt, Moritz}, - booktitle = {Proceedings of the 37th {{International Conference}} on {{Machine Learning}}}, - date = {2020-11-21}, - eventtitle = {International {{Conference}} on {{Machine Learning}}}, - file = {/Users/FA31DU/Zotero/storage/46I2QMPI/Miller et al. - 2020 - Strategic Classification is Causal Modeling in Dis.pdf;/Users/FA31DU/Zotero/storage/NWREET6B/Miller et al. - 2020 - Strategic Classification is Causal Modeling in Dis.pdf}, - issn = {2640-3498}, - langid = {english}, - pages = {6917--6926}, - publisher = {{PMLR}}, - title = {Strategic {{Classification}} Is {{Causal Modeling}} in {{Disguise}}}, - url = {https://proceedings.mlr.press/v119/miller20b.html}, - urldate = {2022-11-03}, - bdsk-url-1 = {https://proceedings.mlr.press/v119/miller20b.html}} - -@article{millerExplanationArtificialIntelligence2019, - author = {Miller, Tim}, - date = {2019}, - journaltitle = {Artificial intelligence}, - pages = {1--38}, - publisher = {{Elsevier}}, - title = {Explanation in Artificial Intelligence: {{Insights}} from the Social Sciences}, - volume = {267}} - -@article{millerExplanationArtificialIntelligence2019, - author = {Miller, Tim}, - date = {2019}, - journaltitle = {Artificial intelligence}, - pages = {1--38}, - publisher = {{Elsevier}}, - title = {Explanation in Artificial Intelligence: {{Insights}} from the Social Sciences}, - volume = {267}} - -@article{mischel1988nature, - author = {Mischel, Walter and Shoda, Yuichi and Peake, Philip K}, - date = {1988}, - journaltitle = {Journal of personality and social psychology}, - number = {4}, - pages = {687}, - title = {The Nature of Adolescent Competencies Predicted by Preschool Delay of Gratification.}, - volume = {54}} - -@article{mischel1988nature, - author = {Mischel, Walter and Shoda, Yuichi and Peake, Philip K}, - date = {1988}, - journaltitle = {Journal of personality and social psychology}, - number = {4}, - pages = {687}, - title = {The Nature of Adolescent Competencies Predicted by Preschool Delay of Gratification.}, - volume = {54}} - -@article{mischelNatureAdolescentCompetencies1988, - author = {Mischel, Walter and Shoda, Yuichi and Peake, Philip K}, - date = {1988}, - journaltitle = {Journal of personality and social psychology}, - number = {4}, - pages = {687}, - publisher = {{American Psychological Association}}, - title = {The Nature of Adolescent Competencies Predicted by Preschool Delay of Gratification.}, - volume = {54}} - -@article{mischelNatureAdolescentCompetencies1988, - author = {Mischel, Walter and Shoda, Yuichi and Peake, Philip K}, - date = {1988}, - journaltitle = {Journal of personality and social psychology}, - number = {4}, - pages = {687}, - publisher = {{American Psychological Association}}, - title = {The Nature of Adolescent Competencies Predicted by Preschool Delay of Gratification.}, - volume = {54}} - -@inproceedings{mittelstadt2019explaining, - author = {Mittelstadt, Brent and Russell, Chris and Wachter, Sandra}, - booktitle = {Proceedings of the Conference on Fairness, Accountability, and Transparency}, - date = {2019}, - pages = {279--288}, - title = {Explaining Explanations in {{AI}}}} - -@inproceedings{mittelstadt2019explaining, - author = {Mittelstadt, Brent and Russell, Chris and Wachter, Sandra}, - booktitle = {Proceedings of the Conference on Fairness, Accountability, and Transparency}, - date = {2019}, - pages = {279--288}, - title = {Explaining Explanations in {{AI}}}} - -@inproceedings{mittelstadtExplainingExplanationsAI2019, - author = {Mittelstadt, Brent and Russell, Chris and Wachter, Sandra}, - booktitle = {Proceedings of the Conference on Fairness, Accountability, and Transparency}, - date = {2019}, - pages = {279--288}, - title = {Explaining Explanations in {{AI}}}} - -@inproceedings{mittelstadtExplainingExplanationsAI2019, - author = {Mittelstadt, Brent and Russell, Chris and Wachter, Sandra}, - booktitle = {Proceedings of the Conference on Fairness, Accountability, and Transparency}, - date = {2019}, - pages = {279--288}, - title = {Explaining Explanations in {{AI}}}} - -@book{molnar2020interpretable, - author = {Molnar, Christoph}, - date = {2020}, - publisher = {{Lulu. com}}, - title = {Interpretable Machine Learning}} - -@book{molnar2020interpretable, - author = {Molnar, Christoph}, - date = {2020}, - publisher = {{Lulu. com}}, - title = {Interpretable Machine Learning}} - -@book{molnarInterpretableMachineLearning2020, - author = {Molnar, Christoph}, - date = {2020}, - publisher = {{Lulu. com}}, - title = {Interpretable Machine Learning}} - -@book{molnarInterpretableMachineLearning2020, - author = {Molnar, Christoph}, - date = {2020}, - publisher = {{Lulu. com}}, - title = {Interpretable Machine Learning}} - -@book{morgan2015counterfactuals, - author = {Morgan, Stephen L and Winship, Christopher}, - date = {2015}, - publisher = {{Cambridge University Press}}, - title = {Counterfactuals and Causal Inference}} - -@book{morgan2015counterfactuals, - author = {Morgan, Stephen L and Winship, Christopher}, - 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title = {An Experimental Measurement of Utility}, - volume = {59}} - -@article{mostellerExperimentalMeasurementUtility1951, - author = {Mosteller, Frederick and Nogee, Philip}, - date = {1951}, - journaltitle = {Journal of Political Economy}, - number = {5}, - pages = {371--404}, - publisher = {{The University of Chicago Press}}, - title = {An Experimental Measurement of Utility}, - volume = {59}} - -@article{mostellerExperimentalMeasurementUtility1951, - author = {Mosteller, Frederick and Nogee, Philip}, - date = {1951}, - journaltitle = {Journal of Political Economy}, - number = {5}, - pages = {371--404}, - publisher = {{The University of Chicago Press}}, - title = {An Experimental Measurement of Utility}, - volume = {59}} - -@inproceedings{mothilal2020explaining, - author = {Mothilal, Ramaravind K and Sharma, Amit and Tan, Chenhao}, - booktitle = {Proceedings of the 2020 {{Conference}} on {{Fairness}}, {{Accountability}}, and {{Transparency}}}, - date = {2020}, - pages = {607--617}, - title = {Explaining Machine Learning Classifiers through Diverse Counterfactual Explanations}} - -@inproceedings{mothilal2020explaining, - author = {Mothilal, Ramaravind K and Sharma, Amit and Tan, Chenhao}, - booktitle = {Proceedings of the 2020 {{Conference}} on {{Fairness}}, {{Accountability}}, and {{Transparency}}}, - date = {2020}, - pages = {607--617}, - title = {Explaining Machine Learning Classifiers through Diverse Counterfactual Explanations}} - -@inproceedings{mothilalExplainingMachineLearning2020, - author = {Mothilal, Ramaravind K and Sharma, Amit and Tan, Chenhao}, - booktitle = {Proceedings of the 2020 {{Conference}} on {{Fairness}}, {{Accountability}}, and {{Transparency}}}, - date = {2020}, - pages = {607--617}, - title = {Explaining Machine Learning Classifiers through Diverse Counterfactual Explanations}} - -@inproceedings{mothilalExplainingMachineLearning2020, - author = {Mothilal, Ramaravind K and Sharma, Amit and Tan, Chenhao}, - booktitle = {Proceedings of the 2020 {{Conference}} on {{Fairness}}, {{Accountability}}, and {{Transparency}}}, - date = {2020}, - pages = {607--617}, - title = {Explaining Machine Learning Classifiers through Diverse Counterfactual Explanations}} - -@book{murphy2012machine, - author = {Murphy, Kevin P}, - date = {2012}, - publisher = {{MIT press}}, - title = {Machine Learning: A Probabilistic Perspective}} - -@book{murphy2012machine, - author = {Murphy, Kevin P}, - date = {2012}, - publisher = {{MIT press}}, - title = {Machine Learning: {{A}} Probabilistic Perspective}} - -@book{murphy2022probabilistic, - author = {Murphy, Kevin P}, - date = {2022}, - publisher = {{MIT Press}}, - title = {Probabilistic {{Machine Learning}}: {{An}} Introduction}} - -@book{murphy2022probabilistic, - author = {Murphy, Kevin P}, - date = {2022}, - publisher = {{MIT Press}}, - title = {Probabilistic {{Machine Learning}}: {{An}} Introduction}} - -@book{murphyMachineLearningProbabilistic2012, - author = {Murphy, Kevin P}, - date = {2012}, - publisher = {{MIT press}}, - title = {Machine Learning: A Probabilistic Perspective}} - 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title = {Unraveling in Guessing Games: {{An}} Experimental Study}, - volume = {85}} - -@article{nagelUnravelingGuessingGames1995, - author = {Nagel, Rosemarie}, - date = {1995}, - journaltitle = {The American Economic Review}, - number = {5}, - pages = {1313--1326}, - publisher = {{JSTOR}}, - title = {Unraveling in Guessing Games: {{An}} Experimental Study}, - volume = {85}} - -@article{nagelUnravelingGuessingGames1995, - author = {Nagel, Rosemarie}, - date = {1995}, - journaltitle = {The American Economic Review}, - number = {5}, - pages = {1313--1326}, - publisher = {{JSTOR}}, - title = {Unraveling in Guessing Games: {{An}} Experimental Study}, - volume = {85}} - -@unpublished{navarro-martinez2021bridging, - author = {Navarro-Martinez, Daniel and Wang, Xinghua}, - date = {2021}, - title = {Bridging the Gap between the Lab and the Field: {{Dictator}} Games and Donations}} - -@unpublished{navarro-martinez2021bridging, - author = {Navarro-Martinez, Daniel and Wang, Xinghua}, - date = {2021}, - title = {Bridging the Gap between the Lab and the Field: {{Dictator}} Games and Donations}} - -@unpublished{navarro-martinezBridgingGapLab2021, - author = {Navarro-Martinez, Daniel and Wang, Xinghua}, - date = {2021}, - title = {Bridging the Gap between the Lab and the Field: {{Dictator}} Games and Donations}} - -@unpublished{navarro-martinezBridgingGapLab2021, - author = {Navarro-Martinez, Daniel and Wang, Xinghua}, - date = {2021}, - title = {Bridging the Gap between the Lab and the Field: {{Dictator}} Games and Donations}} - -@inproceedings{nelson2015evaluating, - author = {Nelson, Kevin and Corbin, George and Anania, Mark and Kovacs, Matthew and Tobias, Jeremy and Blowers, Misty}, - booktitle = {2015 {{IEEE Symposium}} on {{Computational Intelligence}} for {{Security}} and {{Defense Applications}} ({{CISDA}})}, - date = {2015}, - pages = {1--8}, - publisher = {{IEEE}}, - title = {Evaluating Model Drift in Machine Learning Algorithms}} - -@inproceedings{nelson2015evaluating, - author = {Nelson, Kevin and Corbin, George and Anania, Mark and Kovacs, Matthew and Tobias, Jeremy and Blowers, Misty}, - booktitle = {2015 {{IEEE Symposium}} on {{Computational Intelligence}} for {{Security}} and {{Defense Applications}} ({{CISDA}})}, - date = {2015}, - pages = {1--8}, - publisher = {{IEEE}}, - title = {Evaluating Model Drift in Machine Learning Algorithms}} - -@inproceedings{nelsonEvaluatingModelDrift2015, - author = {Nelson, Kevin and Corbin, George and Anania, Mark and Kovacs, Matthew and Tobias, Jeremy and Blowers, Misty}, - booktitle = {2015 {{IEEE Symposium}} on {{Computational Intelligence}} for {{Security}} and {{Defense Applications}} ({{CISDA}})}, - date = {2015}, - pages = {1--8}, - publisher = {{IEEE}}, - title = {Evaluating Model Drift in Machine Learning Algorithms}} - -@inproceedings{nelsonEvaluatingModelDrift2015, - author = {Nelson, Kevin and Corbin, George and Anania, Mark and Kovacs, Matthew and Tobias, Jeremy and Blowers, Misty}, - booktitle = {2015 {{IEEE Symposium}} on {{Computational Intelligence}} for {{Security}} and {{Defense Applications}} ({{CISDA}})}, - date = {2015}, - pages = {1--8}, - publisher = {{IEEE}}, - title = {Evaluating Model Drift in Machine Learning Algorithms}} - -@book{nocedal2006numerical, - author = {Nocedal, Jorge and Wright, Stephen}, - date = {2006}, - publisher = {{Springer Science \& Business Media}}, - title = {Numerical Optimization}} - -@book{nocedal2006numerical, - author = {Nocedal, Jorge and Wright, Stephen}, - date = {2006}, - publisher = {{Springer Science \& Business Media}}, - title = {Numerical Optimization}} - -@book{nocedalNumericalOptimization2006, - author = {Nocedal, Jorge and Wright, Stephen}, - date = {2006}, - publisher = {{Springer Science \& Business Media}}, - title = {Numerical Optimization}} - -@book{nocedalNumericalOptimization2006, - author = {Nocedal, Jorge and Wright, Stephen}, - date = {2006}, - publisher = {{Springer Science \& Business Media}}, - title = {Numerical Optimization}} - -@misc{oecd2021artificial, - author = {{OECD}}, - date = {2021}, - title = {Artificial {{Intelligence}}, {{Machine Learning}} and {{Big Data}} in {{Finance}}: {{Opportunities}}, {{Challenges}} and {{Implications}} for {{Policy Makers}}}, - url = {https://www.oecd.org/finance/financial-markets/Artificial-intelligence-machine-learning-big-data-in-finance.pdf}, - bdsk-url-1 = {https://www.oecd.org/finance/financial-markets/Artificial-intelligence-machine-learning-big-data-in-finance.pdf}} - -@misc{oecd2021artificial, - author = {{OECD}}, - date = {2021}, - title = {Artificial {{Intelligence}}, {{Machine Learning}} and {{Big Data}} in {{Finance}}: {{Opportunities}}, {{Challenges}} and {{Implications}} for {{Policy Makers}}}, - url = {https://www.oecd.org/finance/financial-markets/Artificial-intelligence-machine-learning-big-data-in-finance.pdf}, - bdsk-url-1 = {https://www.oecd.org/finance/financial-markets/Artificial-intelligence-machine-learning-big-data-in-finance.pdf}} - -@online{oecdArtificialIntelligenceMachine2021, - author = {{OECD}}, - date = {2021}, - publisher = {{OECD}}, - title = {Artificial {{Intelligence}}, {{Machine Learning}} and {{Big Data}} in {{Finance}}: {{Opportunities}}, {{Challenges}} and {{Implications}} for {{Policy Makers}}}, - url = {https://www.oecd.org/finance/financial-markets/Artificial-intelligence-machine-learning-big-data-in-finance.pdf}, - bdsk-url-1 = {https://www.oecd.org/finance/financial-markets/Artificial-intelligence-machine-learning-big-data-in-finance.pdf}} - -@online{oecdArtificialIntelligenceMachine2021, - author = {{OECD}}, - date = {2021}, - publisher = {{OECD}}, - title = {Artificial {{Intelligence}}, {{Machine Learning}} and {{Big Data}} in {{Finance}}: {{Opportunities}}, {{Challenges}} and {{Implications}} for {{Policy Makers}}}, - url = {https://www.oecd.org/finance/financial-markets/Artificial-intelligence-machine-learning-big-data-in-finance.pdf}, - bdsk-url-1 = {https://www.oecd.org/finance/financial-markets/Artificial-intelligence-machine-learning-big-data-in-finance.pdf}} - -@book{oneil2016weapons, - author = {O'Neil, Cathy}, - date = {2016}, - publisher = {{Crown}}, - title = {Weapons of Math Destruction: {{How}} Big Data Increases Inequality and Threatens Democracy}} - -@book{oneil2016weapons, - author = {O'Neil, Cathy}, - date = {2016}, - publisher = {{Crown}}, - title = {Weapons of Math Destruction: {{How}} Big Data Increases Inequality and Threatens Democracy}} - -@book{oneilWeaponsMathDestruction2016, - author = {O'Neil, Cathy}, - date = {2016}, - publisher = {{Crown}}, - title = {Weapons of Math Destruction: {{How}} Big Data Increases Inequality and Threatens Democracy}} - -@book{oneilWeaponsMathDestruction2016, - author = {O'Neil, Cathy}, - date = {2016}, - publisher = {{Crown}}, - title = {Weapons of Math Destruction: {{How}} Big Data Increases Inequality and Threatens Democracy}} - -@article{pace1997sparse, - author = {Pace, R Kelley and Barry, Ronald}, - date = {1997}, - journaltitle = {Statistics \& Probability Letters}, - number = {3}, - pages = {291--297}, - title = {Sparse Spatial Autoregressions}, - volume = {33}} - -@article{pace1997sparse, - author = {Pace, R Kelley and Barry, Ronald}, - date = {1997}, - journaltitle = {Statistics \& Probability Letters}, - number = {3}, - pages = {291--297}, - title = {Sparse Spatial Autoregressions}, - volume = {33}} - -@article{paceSparseSpatialAutoregressions1997, - author = {Pace, R Kelley and Barry, Ronald}, - date = {1997}, - journaltitle = {Statistics \& Probability Letters}, - number = {3}, - pages = {291--297}, - publisher = {{Elsevier}}, - title = {Sparse Spatial Autoregressions}, - volume = {33}} - -@article{paceSparseSpatialAutoregressions1997, - author = {Pace, R Kelley and Barry, Ronald}, - date = {1997}, - journaltitle = {Statistics \& Probability Letters}, - number = {3}, - pages = {291--297}, - publisher = {{Elsevier}}, - title = {Sparse Spatial Autoregressions}, - volume = {33}} - -@unpublished{parr2018matrix, - archiveprefix = {arXiv}, - author = {Parr, Terence and Howard, Jeremy}, - date = {2018}, - eprint = {1802.01528}, - eprinttype = {arxiv}, - title = {The Matrix Calculus You Need for Deep Learning}} - -@unpublished{parr2018matrix, - archiveprefix = {arXiv}, - author = {Parr, Terence and Howard, Jeremy}, - date = {2018}, - eprint = {1802.01528}, - eprinttype = {arxiv}, - title = {The Matrix Calculus You Need for Deep Learning}} - -@unpublished{parrMatrixCalculusYou2018, - archiveprefix = {arXiv}, - author = {Parr, Terence and Howard, Jeremy}, - date = {2018}, - eprint = {1802.01528}, - eprinttype = {arxiv}, - title = {The Matrix Calculus You Need for Deep Learning}} - -@unpublished{parrMatrixCalculusYou2018, - archiveprefix = {arXiv}, - author = {Parr, Terence and Howard, Jeremy}, - date = {2018}, - eprint = {1802.01528}, - eprinttype = {arxiv}, - title = {The Matrix Calculus You Need for Deep Learning}} - -@unpublished{pawelczyk2021carla, - archiveprefix = {arXiv}, - author = {Pawelczyk, Martin and Bielawski, Sascha and van den Heuvel, Johannes and Richter, Tobias and Kasneci, Gjergji}, - date = {2021}, - eprint = {2108.00783}, - eprinttype = {arxiv}, - title = {Carla: A Python Library to Benchmark Algorithmic Recourse and Counterfactual Explanation Algorithms}} - -@unpublished{pawelczyk2021carla, - archiveprefix = {arXiv}, - author = {Pawelczyk, Martin and Bielawski, Sascha and van den Heuvel, Johannes and Richter, Tobias and Kasneci, Gjergji}, - date = {2021}, - eprint = {2108.00783}, - eprinttype = {arxiv}, - options = {useprefix=true}, - title = {Carla: {{A}} Python Library to Benchmark Algorithmic Recourse and Counterfactual Explanation Algorithms}} - -@unpublished{pawelczykCarlaPythonLibrary2021, - archiveprefix = {arXiv}, - author = {Pawelczyk, Martin and Bielawski, Sascha and van den Heuvel, Johannes and Richter, Tobias and Kasneci, Gjergji}, - date = {2021}, - eprint = {2108.00783}, - eprinttype = {arxiv}, - title = {Carla: A Python Library to Benchmark Algorithmic Recourse and Counterfactual Explanation Algorithms}} - -@unpublished{pawelczykCarlaPythonLibrary2021, - archiveprefix = {arXiv}, - author = {Pawelczyk, Martin and Bielawski, Sascha and van den Heuvel, Johannes and Richter, Tobias and Kasneci, Gjergji}, - date = {2021}, - eprint = {2108.00783}, - eprinttype = {arxiv}, - options = {useprefix=true}, - title = {Carla: {{A}} Python Library to Benchmark Algorithmic Recourse and Counterfactual Explanation Algorithms}} - -@book{pearl2018book, - author = {Pearl, Judea and Mackenzie, Dana}, - date = {2018}, - publisher = {{Basic books}}, - title = {The Book of Why: The New Science of Cause and Effect}} - -@book{pearl2018book, - author = {Pearl, Judea and Mackenzie, Dana}, - date = {2018}, - publisher = {{Basic books}}, - title = {The Book of Why: {{The}} New Science of Cause and Effect}} - -@article{pearl2019seven, - author = {Pearl, Judea}, - date = {2019}, - journaltitle = {Communications of the ACM}, - number = {3}, - pages = {54--60}, - title = {The Seven Tools of Causal Inference, with Reflections on Machine Learning}, - volume = {62}} - -@article{pearl2019seven, - author = {Pearl, Judea}, - date = {2019}, - journaltitle = {Communications of the ACM}, - number = {3}, - pages = {54--60}, - title = {The Seven Tools of Causal Inference, with Reflections on Machine Learning}, - volume = {62}} - -@book{pearlBookWhyNew2018, - author = {Pearl, Judea and Mackenzie, Dana}, - date = {2018}, - publisher = {{Basic books}}, - title = {The Book of Why: The New Science of Cause and Effect}} - -@book{pearlBookWhyNew2018, - author = {Pearl, Judea and Mackenzie, Dana}, - date = {2018}, - publisher = {{Basic books}}, - title = {The Book of Why: {{The}} New Science of Cause and Effect}} - -@article{pearlSevenToolsCausal2019, - author = {Pearl, Judea}, - date = {2019}, - journaltitle = {Communications of the ACM}, - number = {3}, - pages = {54--60}, - publisher = {{ACM New York, NY, USA}}, - title = {The Seven Tools of Causal Inference, with Reflections on Machine Learning}, - volume = {62}} - -@article{pearlSevenToolsCausal2019, - author = {Pearl, Judea}, - date = {2019}, journaltitle = {Communications of the ACM}, number = {3}, pages = {54--60}, - publisher = {{ACM New York, NY, USA}}, title = {The Seven Tools of Causal Inference, with Reflections on Machine Learning}, volume = {62}} -@article{pedregosa2011scikitlearn, - author = {Pedregosa, Fabian and Varoquaux, Ga{\"e}l and Gramfort, Alexandre and Michel, Vincent and Thirion, Bertrand and Grisel, Olivier and Blondel, Mathieu and Prettenhofer, Peter and Weiss, Ron and Dubourg, Vincent and others}, - date = {2011}, - journaltitle = {the Journal of machine Learning research}, - pages = {2825--2830}, - title = {Scikit-Learn: {{Machine}} Learning in {{Python}}}, - volume = {12}} - -@article{pedregosa2011scikitlearn, - author = {Pedregosa, Fabian and Varoquaux, Ga{\"e}l and Gramfort, Alexandre and Michel, Vincent and Thirion, Bertrand and Grisel, Olivier and Blondel, Mathieu and Prettenhofer, Peter and Weiss, Ron and Dubourg, Vincent and others}, - date = {2011}, - journaltitle = {the Journal of machine Learning research}, - pages = {2825--2830}, - title = {Scikit-Learn: {{Machine}} Learning in {{Python}}}, - volume = {12}} - -@article{pedregosaScikitlearnMachineLearning2011, - author = {Pedregosa, Fabian and Varoquaux, Ga{\"e}l and Gramfort, Alexandre and Michel, Vincent and Thirion, Bertrand and Grisel, Olivier and Blondel, Mathieu and Prettenhofer, Peter and Weiss, Ron and Dubourg, Vincent and others}, - date = {2011}, - journaltitle = {the Journal of machine Learning research}, - pages = {2825--2830}, - publisher = {{JMLR. org}}, - title = {Scikit-Learn: {{Machine}} Learning in {{Python}}}, - volume = {12}} - -@article{pedregosaScikitlearnMachineLearning2011, - author = {Pedregosa, Fabian and Varoquaux, Ga{\"e}l and Gramfort, Alexandre and Michel, Vincent and Thirion, Bertrand and Grisel, Olivier and Blondel, Mathieu and Prettenhofer, Peter and Weiss, Ron and Dubourg, Vincent and others}, - date = {2011}, - journaltitle = {the Journal of machine Learning research}, - pages = {2825--2830}, - publisher = {{JMLR. org}}, - title = {Scikit-Learn: {{Machine}} Learning in {{Python}}}, - volume = {12}} - -@book{perry2010economic, - author = {Perry, George L and Tobin, James}, - date = {2010}, - publisher = {{Brookings Institution Press}}, - title = {Economic {{Events}}, {{Ideas}}, and {{Policies}}: The 1960s and After}} - -@book{perry2010economic, - author = {Perry, George L and Tobin, James}, - date = {2010}, - publisher = {{Brookings Institution Press}}, - title = {Economic {{Events}}, {{Ideas}}, and {{Policies}}: {{The}} 1960s and After}} - -@book{perryEconomicEventsIdeas2010, - author = {Perry, George L and Tobin, James}, - date = {2010}, - publisher = {{Brookings Institution Press}}, - title = {Economic {{Events}}, {{Ideas}}, and {{Policies}}: The 1960s and After}} - -@book{perryEconomicEventsIdeas2010, - author = {Perry, George L and Tobin, James}, - date = {2010}, - publisher = {{Brookings Institution Press}}, - title = {Economic {{Events}}, {{Ideas}}, and {{Policies}}: {{The}} 1960s and After}} - -@article{pfaff2008var, - author = {Pfaff, Bernhard and others}, - date = {2008}, - journaltitle = {Journal of Statistical Software}, - number = {4}, - pages = {1--32}, - title = {{{VAR}}, {{SVAR}} and {{SVEC}} Models: {{Implementation}} within {{R}} Package Vars}, - volume = {27}} - -@article{pfaff2008var, - author = {Pfaff, Bernhard and others}, - date = {2008}, - journaltitle = {Journal of Statistical Software}, - number = {4}, - pages = {1--32}, - title = {{{VAR}}, {{SVAR}} and {{SVEC}} Models: {{Implementation}} within {{R}} Package Vars}, - volume = {27}} +@article{pedregosa2011scikitlearn, + author = {Pedregosa, Fabian and Varoquaux, Ga{\"e}l and Gramfort, Alexandre and Michel, Vincent and Thirion, Bertrand and Grisel, Olivier and Blondel, Mathieu and Prettenhofer, Peter and Weiss, Ron and Dubourg, Vincent and others}, + date = {2011}, + date-added = {2022-12-13 12:58:01 +0100}, + date-modified = {2022-12-13 12:58:01 +0100}, + journaltitle = {the Journal of machine Learning research}, + pages = {2825--2830}, + title = {Scikit-Learn: {{Machine}} Learning in {{Python}}}, + volume = {12}} -@article{pfaffVARSVARSVEC2008, - author = {Pfaff, Bernhard and others}, - date = {2008}, - journaltitle = {Journal of Statistical Software}, - number = {4}, - pages = {1--32}, - title = {{{VAR}}, {{SVAR}} and {{SVEC}} Models: {{Implementation}} within {{R}} Package Vars}, - volume = {27}} +@book{perry2010economic, + author = {Perry, George L and Tobin, James}, + date = {2010}, + date-added = {2022-12-13 12:58:01 +0100}, + date-modified = {2022-12-13 12:58:01 +0100}, + publisher = {{Brookings Institution Press}}, + title = {Economic {{Events}}, {{Ideas}}, and {{Policies}}: The 1960s and After}} -@article{pfaffVARSVARSVEC2008, +@article{pfaff2008var, author = {Pfaff, Bernhard and others}, date = {2008}, + date-added = {2022-12-13 12:58:01 +0100}, + date-modified = {2022-12-13 12:58:01 +0100}, journaltitle = {Journal of Statistical Software}, number = {4}, pages = {1--32}, @@ -8238,396 +1828,127 @@ @article{pfaffVARSVARSVEC2008 @book{pindyck2014microeconomics, author = {Pindyck, Robert S and Rubinfeld, Daniel L}, date = {2014}, + date-added = {2022-12-13 12:58:01 +0100}, + date-modified = {2022-12-13 12:58:01 +0100}, publisher = {{Pearson Education}}, title = {Microeconomics}} -@book{pindyck2014microeconomics, - 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volume = {39}} - -@article{shafir1993reasonbased, - author = {Shafir, Eldar and Simonson, Itamar and Tversky, Amos}, - date = {1993}, - journaltitle = {Cognition}, - number = {1-2}, - pages = {11--36}, - title = {Reason-Based Choice}, - volume = {49}} - @article{shafir1993reasonbased, author = {Shafir, Eldar and Simonson, Itamar and Tversky, Amos}, date = {1993}, + date-added = {2022-12-13 12:58:01 +0100}, + date-modified = {2022-12-13 12:58:01 +0100}, journaltitle = {Cognition}, number = {1-2}, pages = {11--36}, title = {Reason-Based Choice}, volume = {49}} -@article{shafirReasonbasedChoice1993, - author = {Shafir, Eldar and Simonson, Itamar and Tversky, Amos}, - date = {1993}, - journaltitle = {Cognition}, - number = {1-2}, - pages = {11--36}, - publisher = {{Elsevier}}, - title = {Reason-Based Choice}, - volume = {49}} - -@article{shafirReasonbasedChoice1993, - author = {Shafir, Eldar and Simonson, Itamar and Tversky, Amos}, - date = {1993}, - journaltitle = {Cognition}, - number = {1-2}, - pages = {11--36}, - publisher = {{Elsevier}}, - title = {Reason-Based Choice}, - volume = {49}} - -@article{simonson1989choice, - author = {Simonson, Itamar}, - date = {1989}, - journaltitle = {Journal of consumer research}, - number = {2}, - pages = {158--174}, - title = {Choice Based on Reasons: {{The}} Case of Attraction and Compromise Effects}, - volume = {16}} - @article{simonson1989choice, author = {Simonson, Itamar}, date = {1989}, + date-added = {2022-12-13 12:58:01 +0100}, + date-modified = {2022-12-13 12:58:01 +0100}, journaltitle = {Journal of consumer research}, number = {2}, pages = {158--174}, - title = {Choice Based on Reasons: {{The}} Case of Attraction and Compromise Effects}, - volume = {16}} - -@article{simonsonChoiceBasedReasons1989, - author = {Simonson, Itamar}, - date = {1989}, - journaltitle = {Journal of consumer research}, - number = {2}, - pages = {158--174}, - publisher = {{The University of Chicago Press}}, - title = {Choice Based on Reasons: {{The}} Case of Attraction and Compromise Effects}, - volume = {16}} - -@article{simonsonChoiceBasedReasons1989, - author = {Simonson, Itamar}, - date = {1989}, - journaltitle = {Journal of consumer research}, - number = {2}, - pages = {158--174}, - publisher = {{The University of Chicago Press}}, - title = {Choice Based on Reasons: {{The}} Case of Attraction and Compromise Effects}, - volume = {16}} - -@article{sims1986are, - author = {Sims, Christopher A and others}, - date = {1986}, - issue = {Win}, - journaltitle = {Quarterly Review}, - pages = {2--16}, - title = {Are Forecasting Models Usable for Policy Analysis?}, - volume = {10}} - -@article{sims1986are, - author = {Sims, Christopher A and others}, - date = {1986}, - issue = {Win}, - journaltitle = {Quarterly Review}, - pages = {2--16}, - title = {Are Forecasting Models Usable for Policy Analysis?}, - volume = {10}} - -@article{simsAreForecastingModels1986, - author = {Sims, Christopher A and others}, - date = {1986}, - issue = {Win}, - journaltitle = {Quarterly Review}, - pages = {2--16}, - 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author = {Slovic, Paul and Tversky, Amos}, - date = {1974}, - journaltitle = {Behavioral science}, - number = {6}, - pages = {368--373}, - title = {Who Accepts {{Savage}}'s Axiom?}, - volume = {19}} +@article{slack2021counterfactual, + author = {Slack, Dylan and Hilgard, Anna and Lakkaraju, Himabindu and Singh, Sameer}, + date = {2021}, + date-added = {2022-12-13 12:58:01 +0100}, + date-modified = {2022-12-13 12:58:01 +0100}, + journaltitle = {Advances in Neural Information Processing Systems}, + title = {Counterfactual Explanations Can Be Manipulated}, + volume = {34}} @article{slovic1974who, author = {Slovic, Paul and Tversky, Amos}, date = {1974}, + date-added = {2022-12-13 12:58:01 +0100}, + date-modified = {2022-12-13 12:58:01 +0100}, journaltitle = {Behavioral science}, number = {6}, pages = {368--373}, title = {Who Accepts {{Savage}}'s Axiom?}, volume = {19}} -@article{slovicWhoAcceptsSavage1974, - author = {Slovic, Paul and Tversky, Amos}, - date = {1974}, - journaltitle = {Behavioral science}, - 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pages = {1929--1958}, - publisher = {{JMLR. org}}, - title = {Dropout: {{A}} Simple Way to Prevent Neural Networks from Overfitting}, - volume = {15}} - @unpublished{stanton2022bayesian, archiveprefix = {arXiv}, author = {Stanton, Samuel and Maddox, Wesley and Wilson, Andrew Gordon}, date = {2022}, + date-added = {2022-12-13 12:58:01 +0100}, + date-modified = {2022-12-13 12:58:01 +0100}, eprint = {2210.12496}, eprinttype = {arxiv}, file = {/Users/FA31DU/Zotero/storage/XFGZAB9J/Stanton et al. - 2022 - Bayesian Optimization with Conformal Coverage Guar.pdf;/Users/FA31DU/Zotero/storage/RPWYDPVW/2210.html}, @@ -8995,139 +2084,46 @@ @unpublished{stanton2022bayesian @article{sturm2014simple, author = {Sturm, Bob L}, date = {2014}, + date-added = {2022-12-13 12:58:01 +0100}, + date-modified = {2022-12-13 12:58:01 +0100}, journaltitle = {IEEE Transactions on Multimedia}, number = {6}, pages = {1636--1644}, title = {A Simple Method to Determine If a Music Information Retrieval System Is a ``Horse''}, volume = {16}} -@article{sturm2014simple, - 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title = {Save More Tomorrow{\texttrademark}: {{Using}} Behavioral Economics to Increase Employee Saving}, - volume = {112}} - -@article{thalerMoreTomorrowUsing2004, - author = {Thaler, Richard H and Benartzi, Shlomo}, - date = {2004}, - journaltitle = {Journal of political Economy}, - number = {S1}, - pages = {S164--S187}, - publisher = {{The University of Chicago Press}}, - title = {Save More {{Tomorrow}}{\texttrademark}: {{Using}} Behavioral Economics to Increase Employee Saving}, - volume = {112}} - -@article{tversky1981framing, - author = {Tversky, Amos and Kahneman, Daniel}, - date = {1981}, - journaltitle = {Science (New York, N.Y.)}, - number = {4481}, - pages = {453--458}, - shortjournal = {science}, - title = {The Framing of Decisions and the Psychology of Choice}, - volume = {211}} - -@article{tversky1981framing, - author = {Tversky, Amos and Kahneman, Daniel}, - date = {1981}, - journaltitle = {Science (New York, N.Y.)}, - number = {4481}, - pages = {453--458}, - shortjournal = {science}, - 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publisher = {{American Association for the Advancement of Science}}, shortjournal = {science}, title = {The Framing of Decisions and the Psychology of Choice}, volume = {211}} @@ -9236,426 +2156,134 @@ @article{tverskyFramingDecisionsPsychology1981 @article{ungemach2011how, author = {Ungemach, Christoph and Stewart, Neil and Reimers, Stian}, date = {2011}, + date-added = {2022-12-13 12:58:01 +0100}, + date-modified = {2022-12-13 12:58:01 +0100}, journaltitle = {Psychological Science}, number = {2}, pages = {253--260}, title = {How Incidental Values from the Environment Affect Decisions about Money, Risk, and Delay}, volume = {22}} -@article{ungemach2011how, - author = {Ungemach, Christoph and Stewart, Neil and Reimers, Stian}, - date = {2011}, - journaltitle = {Psychological Science}, - number = {2}, - pages = {253--260}, - title = {How Incidental Values from the Environment Affect Decisions about Money, Risk, and Delay}, - volume = {22}} - -@article{ungemachHowIncidentalValues2011, - author = {Ungemach, Christoph and Stewart, Neil and Reimers, Stian}, - date = {2011}, - journaltitle = {Psychological Science}, - number = {2}, - pages = {253--260}, - publisher = {{Sage Publications Sage CA: Los Angeles, CA}}, - title = {How Incidental Values from the Environment Affect Decisions about Money, Risk, and Delay}, - volume = {22}} - -@article{ungemachHowIncidentalValues2011, - author = {Ungemach, Christoph and Stewart, Neil and Reimers, Stian}, - date = {2011}, - journaltitle = {Psychological Science}, - number = {2}, - pages = {253--260}, - publisher = {{Sage Publications Sage CA: Los Angeles, CA}}, - title = {How Incidental Values from the Environment Affect Decisions about Money, Risk, and Delay}, - volume = {22}} - -@unpublished{upadhyay2021robust, - archiveprefix = {arXiv}, - author = {Upadhyay, Sohini and Joshi, Shalmali and Lakkaraju, Himabindu}, - date = {2021}, - eprint = {2102.13620}, - eprinttype = {arxiv}, - title = {Towards {{Robust}} and {{Reliable Algorithmic Recourse}}}} - 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author = {Varshney, Kush R.}, - date = {2022}, - location = {{Chappaqua, NY, USA}}, - publisher = {{Independently Published}}, - title = {Trustworthy {{Machine Learning}}}} - -@book{varshneyTrustworthyMachineLearning2022, - author = {Varshney, Kush R.}, - date = {2022}, - location = {{Chappaqua, NY, USA}}, - publisher = {{Independently Published}}, - title = {Trustworthy {{Machine Learning}}}} - -@unpublished{verma2020counterfactual, - archiveprefix = {arXiv}, - author = {Verma, Sahil and Dickerson, John and Hines, Keegan}, - date = {2020}, - eprint = {2010.10596}, - eprinttype = {arxiv}, - title = {Counterfactual Explanations for Machine Learning: {{A}} Review}} - @unpublished{verma2020counterfactual, archiveprefix = {arXiv}, author = {Verma, Sahil and Dickerson, John and Hines, Keegan}, date = {2020}, + date-added = {2022-12-13 12:58:01 +0100}, + date-modified = {2022-12-13 12:58:01 +0100}, eprint = {2010.10596}, eprinttype = {arxiv}, title = {Counterfactual Explanations for Machine Learning: {{A}} Review}} -@unpublished{vermaCounterfactualExplanationsMachine2020, - 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JL \& Tech.}, - pages = {841}, - title = {Counterfactual Explanations without Opening the Black Box: {{Automated}} Decisions and the {{GDPR}}}, - volume = {31}} - @article{wachter2017counterfactual, author = {Wachter, Sandra and Mittelstadt, Brent and Russell, Chris}, date = {2017}, + date-added = {2022-12-13 12:58:01 +0100}, + date-modified = {2022-12-13 12:58:01 +0100}, journaltitle = {Harv. JL \& Tech.}, pages = {841}, title = {Counterfactual Explanations without Opening the Black Box: {{Automated}} Decisions and the {{GDPR}}}, volume = {31}} -@article{wachterCounterfactualExplanationsOpening2017, - author = {Wachter, Sandra and Mittelstadt, Brent and Russell, Chris}, - date = {2017}, - journaltitle = {Harv. JL \& Tech.}, - pages = {841}, - publisher = {{HeinOnline}}, - title = {Counterfactual Explanations without Opening the Black Box: {{Automated}} Decisions and the {{GDPR}}}, - volume = {31}} - -@article{wachterCounterfactualExplanationsOpening2017, - author = {Wachter, Sandra and Mittelstadt, Brent and Russell, Chris}, - date = {2017}, - journaltitle = {Harv. 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title = {Learning in the Presence of Concept Drift and Hidden Contexts}, - volume = {23}} - -@article{widmerLearningPresenceConcept1996, - author = {Widmer, Gerhard and Kubat, Miroslav}, - date = {1996}, - journaltitle = {Machine learning}, - number = {1}, - pages = {69--101}, - publisher = {{Springer}}, - title = {Learning in the Presence of Concept Drift and Hidden Contexts}, - volume = {23}} - -@unpublished{wilson2020case, - archiveprefix = {arXiv}, - author = {Wilson, Andrew Gordon}, - date = {2020}, - eprint = {2001.10995}, - eprinttype = {arxiv}, - title = {The Case for {{Bayesian}} Deep Learning}} - @unpublished{wilson2020case, archiveprefix = {arXiv}, author = {Wilson, Andrew Gordon}, date = {2020}, + date-added = {2022-12-13 12:58:01 +0100}, + date-modified = {2022-12-13 12:58:01 +0100}, eprint = {2001.10995}, eprinttype = {arxiv}, title = {The Case for {{Bayesian}} Deep Learning}} -@unpublished{wilsonCaseBayesianDeep2020, - archiveprefix = {arXiv}, - author = {Wilson, Andrew Gordon}, - date = {2020}, - eprint = {2001.10995}, - eprinttype = {arxiv}, - title = {The Case for {{Bayesian}} Deep Learning}} - -@unpublished{wilsonCaseBayesianDeep2020, - archiveprefix = {arXiv}, - author = {Wilson, Andrew Gordon}, - date = {2020}, - eprint = {2001.10995}, - eprinttype = {arxiv}, - title = {The Case for {{Bayesian}} Deep Learning}} - -@article{witten2009penalized, - author = {Witten, Daniela M and Tibshirani, Robert and Hastie, Trevor}, - date = {2009}, - journaltitle = {Biostatistics (Oxford, England)}, - number = {3}, - pages = {515--534}, - shortjournal = {Biostatistics}, - title = {A Penalized Matrix Decomposition, with Applications to Sparse Principal Components and Canonical Correlation Analysis}, - volume = {10}} - @article{witten2009penalized, author = {Witten, Daniela M and Tibshirani, Robert and Hastie, Trevor}, date = {2009}, + date-added = {2022-12-13 12:58:01 +0100}, + date-modified = {2022-12-13 12:58:01 +0100}, journaltitle = {Biostatistics (Oxford, England)}, number = {3}, pages = {515--534}, @@ -9663,40 +2291,11 @@ @article{witten2009penalized title = {A Penalized Matrix Decomposition, with Applications to Sparse Principal Components and Canonical Correlation Analysis}, volume = {10}} -@article{wittenPenalizedMatrixDecomposition2009, - author = {Witten, Daniela M and Tibshirani, Robert and Hastie, Trevor}, - date = {2009}, - journaltitle = {Biostatistics}, - number = {3}, - pages = {515--534}, - publisher = {{Oxford University Press}}, - title = {A Penalized Matrix Decomposition, with Applications to Sparse Principal Components and Canonical Correlation Analysis}, - volume = {10}} - -@article{wittenPenalizedMatrixDecomposition2009, - author = {Witten, Daniela M and Tibshirani, Robert and Hastie, Trevor}, - date = {2009}, - journaltitle = {Biostatistics (Oxford, England)}, - number = {3}, - pages = {515--534}, - publisher = {{Oxford University Press}}, - shortjournal = {Biostatistics}, - title = {A Penalized Matrix Decomposition, with Applications to Sparse Principal Components and Canonical Correlation Analysis}, - volume = {10}} - -@article{xu2020epidemiological, - author = {Xu, Bo and Gutierrez, Bernardo and Mekaru, Sumiko and Sewalk, Kara and Goodwin, Lauren and Loskill, Alyssa and Cohn, Emily and Hswen, Yulin and Hill, Sarah C. and Cobo, Maria M and Zarebski, Alexander and Li, Sabrina and Wu, Chieh-Hsi and Hulland, Erin and Morgan, Julia and Wang, Lin and O'Brien, Katelynn and Scarpino, Samuel V. and Brownstein, John S. and Pybus, Oliver G. and Pigott, David M. and Kraemer, Moritz U. G.}, - date = {2020}, - doi = {doi.org/10.1038/s41597-020-0448-0}, - journaltitle = {Scientific Data}, - number = {106}, - title = {Epidemiological Data from the {{COVID-19}} Outbreak, Real-Time Case Information}, - volume = {7}, - bdsk-url-1 = {https://doi.org/10.1038/s41597-020-0448-0}} - @article{xu2020epidemiological, author = {Xu, Bo and Gutierrez, Bernardo and Mekaru, Sumiko and Sewalk, Kara and Goodwin, Lauren and Loskill, Alyssa and Cohn, Emily and Hswen, Yulin and Hill, Sarah C. and Cobo, Maria M and Zarebski, Alexander and Li, Sabrina and Wu, Chieh-Hsi and Hulland, Erin and Morgan, Julia and Wang, Lin and O'Brien, Katelynn and Scarpino, Samuel V. and Brownstein, John S. and Pybus, Oliver G. and Pigott, David M. and Kraemer, Moritz U. G.}, date = {2020}, + date-added = {2022-12-13 12:58:01 +0100}, + date-modified = {2022-12-13 12:58:01 +0100}, doi = {doi.org/10.1038/s41597-020-0448-0}, journaltitle = {Scientific Data}, number = {106}, @@ -9704,76 +2303,22 @@ @article{xu2020epidemiological volume = {7}, bdsk-url-1 = {https://doi.org/10.1038/s41597-020-0448-0}} -@article{xuEpidemiologicalDataCOVID192020, - author = {Xu, Bo and Gutierrez, Bernardo and Mekaru, Sumiko and Sewalk, Kara and Goodwin, Lauren and Loskill, Alyssa and Cohn, Emily and Hswen, Yulin and Hill, Sarah C. and Cobo, Maria M and Zarebski, Alexander and Li, Sabrina and Wu, Chieh-Hsi and Hulland, Erin and Morgan, Julia and Wang, Lin and O'Brien, Katelynn and Scarpino, Samuel V. and Brownstein, John S. and Pybus, Oliver G. and Pigott, David M. and Kraemer, Moritz U. G.}, - date = {2020}, - doi = {doi.org/10.1038/s41597-020-0448-0}, - journaltitle = {Scientific Data}, - number = {106}, - title = {Epidemiological Data from the {{COVID-19}} Outbreak, Real-Time Case Information}, - volume = {7}, - bdsk-url-1 = {https://doi.org/10.1038/s41597-020-0448-0}} - -@article{xuEpidemiologicalDataCOVID192020, - author = {Xu, Bo and Gutierrez, Bernardo and Mekaru, Sumiko and Sewalk, Kara and Goodwin, Lauren and Loskill, Alyssa and Cohn, Emily and Hswen, Yulin and Hill, Sarah C. and Cobo, Maria M and Zarebski, Alexander and Li, Sabrina and Wu, Chieh-Hsi and Hulland, Erin and Morgan, Julia and Wang, Lin and O'Brien, Katelynn and Scarpino, Samuel V. and Brownstein, John S. and Pybus, Oliver G. and Pigott, David M. and Kraemer, Moritz U. 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publisher = {{Elsevier}}, - title = {Time Series Forecasting Using a Hybrid {{ARIMA}} and Neural Network Model}, - volume = {50}} - -@unpublished{zheng2018dags, - archiveprefix = {arXiv}, - author = {Zheng, Xun and Aragam, Bryon and Ravikumar, Pradeep and Xing, Eric P}, - date = {2018}, - eprint = {1803.01422}, - eprinttype = {arxiv}, - title = {Dags with No Tears: {{Continuous}} Optimization for Structure Learning}} - @unpublished{zheng2018dags, archiveprefix = {arXiv}, author = {Zheng, Xun and Aragam, Bryon and Ravikumar, Pradeep and Xing, Eric P}, date = {2018}, + date-added = {2022-12-13 12:58:01 +0100}, + date-modified = {2022-12-13 12:58:01 +0100}, eprint = {1803.01422}, eprinttype = {arxiv}, title = {Dags with No Tears: {{Continuous}} Optimization for Structure Learning}} -@unpublished{zhengDagsNoTears2018, - archiveprefix = {arXiv}, - author = {Zheng, Xun and Aragam, Bryon and Ravikumar, Pradeep and Xing, Eric P}, - date = {2018}, - eprint = {1803.01422}, - eprinttype = {arxiv}, - title = {Dags with No Tears: {{Continuous}} Optimization for Structure Learning}} - -@unpublished{zhengDagsNoTears2018, - archiveprefix = {arXiv}, - author = {Zheng, Xun and Aragam, Bryon and Ravikumar, Pradeep and Xing, Eric P}, - date = {2018}, - eprint = {1803.01422}, - eprinttype = {arxiv}, - title = {Dags with No Tears: {{Continuous}} Optimization for Structure Learning}} - -@article{zhu2015optimal, - author = {Zhu, Rong and Ma, Ping and Mahoney, Michael W and Yu, Bin}, - date = {2015}, - journaltitle = {arXiv}, - pages = {arXiv--1509}, - title = {Optimal Subsampling Approaches for Large Sample Linear Regression}} - @article{zhu2015optimal, author = {Zhu, Rong and Ma, Ping and Mahoney, Michael W and Yu, Bin}, date = {2015}, - journaltitle = {arXiv}, - pages = {arXiv--1509}, - title = {Optimal Subsampling Approaches for Large Sample Linear Regression}} - -@article{zhuOptimalSubsamplingApproaches2015, - author = {Zhu, Rong and Ma, Ping and Mahoney, Michael W and Yu, Bin}, - date = {2015}, - journaltitle = {arXiv}, - pages = {arXiv--1509}, - title = {Optimal Subsampling Approaches for Large Sample Linear Regression}} - -@article{zhuOptimalSubsamplingApproaches2015, - author = {Zhu, Rong and Ma, Ping and Mahoney, Michael W and Yu, Bin}, - date = {2015}, + date-added = {2022-12-13 12:58:01 +0100}, + date-modified = {2022-12-13 12:58:01 +0100}, journaltitle = {arXiv}, pages = {arXiv--1509}, title = {Optimal Subsampling Approaches for Large Sample Linear Regression}} @@ -9912,4 +2372,18 @@ @Article{barber2021predictive publisher = {Institute of Mathematical Statistics}, } +@TechReport{chouldechova2018frontiers, + author = {Chouldechova, Alexandra and Roth, Aaron}, + date = {2018-10}, + institution = {arXiv}, + title = {The {Frontiers} of {Fairness} in {Machine} {Learning}}, + doi = {10.48550/arXiv.1810.08810}, + note = {arXiv:1810.08810 [cs, stat] type: article}, + url = {http://arxiv.org/abs/1810.08810}, + urldate = {2022-12-23}, + abstract = {The last few years have seen an explosion of academic and popular interest in algorithmic fairness. Despite this interest and the volume and velocity of work that has been produced recently, the fundamental science of fairness in machine learning is still in a nascent state. In March 2018, we convened a group of experts as part of a CCC visioning workshop to assess the state of the field, and distill the most promising research directions going forward. This report summarizes the findings of that workshop. Along the way, it surveys recent theoretical work in the field and points towards promising directions for research.}, + file = {:chouldechova2018frontiers - The Frontiers of Fairness in Machine Learning.pdf:PDF}, + keywords = {Computer Science - Machine Learning, Computer Science - Data Structures and Algorithms, Computer Science - Computer Science and Game Theory, Statistics - Machine Learning}, +} + @Comment{jabref-meta: databaseType:biblatex;} diff --git a/paper/paper.Rmd b/paper/paper.Rmd index bd2ba31..2d4a8ea 100644 --- a/paper/paper.Rmd +++ b/paper/paper.Rmd @@ -132,4 +132,4 @@ knitr::opts_chunk$set( # Appendix -Granular results for all of our experiments can be found in this supplementary [appendix](https://anonymous.4open.science/r/AlgorithmicRecourseDynamics/build/dev/notebooks/appendix.html). +Granular results for all of our experiments can be found in this online companion: [https://www.paltmeyer.com/endogenous-macrodynamics-in-algorithmic-recourse/](https://www.paltmeyer.com/endogenous-macrodynamics-in-algorithmic-recourse/). The Github repository containing all the code used to produce the results in this paper can be found here: [https://github.com/pat-alt/endogenous-macrodynamics-in-algorithmic-recourse](https://github.com/pat-alt/endogenous-macrodynamics-in-algorithmic-recourse). diff --git a/paper/paper.pdf b/paper/paper.pdf index 9a22424c379ec985d5e21fc2c9397252c0654f0f..5d5aa4c5d62a40b21b187b43cb1dbbef8ad56289 100644 GIT binary patch delta 151950 zcmaHyQ;;q^kcP*$ZTpPPGq!!kwmsk2wr$(CZQHhI|Ek^VO{FThNIG3l-ivg4tx3AO zLAuTj379!`{|12?kgTnlc+}?LyQ??vTN!h9^1v^)uP{YWXujSs(0I7aE%w;QP|$H^ z5N|?Y+3ef>I4R?2jBceK6K+n10t735FbT@_vpty&cn!7tie%2~{n52gh4_bZ3F?u=HaI3c0 zi!I?0Mj-d~h>H*H;Ws2k3<4)%LyE_c=yJcAa8A~i_e>GYu z5(h8A!0va^1+3!gv)+@oD+%rdSlKSDpu@?oC#77B;e6CzU9X3v-UTEjkR$x12KVU* z0P-gQl$`cQ*={wnuG)}qYN;!)!!>-3Bqb*pQJPSTZbm=%c#n_^CHs~hkt6frT@JqS zqrBtMk7YuFhwCXd=Mm;Guuk+)mrym`h$q*2(Fb z;1F+rIp&_KYkJTd`>Mo@YLz?fUQg$tPhL#}){_d$39N6cKh@KH_?8^ies0<`HzEvx znw3K(C#N6{lFPb;|4LnxwGt-5fFOhY73%SdPkb`@F+e3o_G=sa{;P!z#>X@`bN4 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