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Fairness in algorithmic decision-making processes is attracting increasing concern.
Uniform guidelines on employee selection procedures
The United States Equal Employment Opportunity Commission · 1979
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Will affirmative-action policies eliminate negative stereotypes?
Stephen Coate and Glenn C. Loury · 1993
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What has economics to say about racial discrimination?
Kenneth J Arrow · 1998
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Assessing affirmative action
Harry Holzer and David Neumark · 2000
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Chapter 5 - theories of statistical discrimination and affirmative action: A survey
Hanming Fang and Andrea Moro · 2011
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Scikit-learn: Machine learning in Python
F. Pedregosa, G. Varoquaux, A. Gramfort, V. Michel, B. Thirion, O. Grisel, M. Blondel, P. Prettenhofer, R. Weiss, V. Dubourg, J. Vanderplas, A. Passos, D. Cournapeau, M. Brucher, M. Perrot, and E. Duchesnay · 2011
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Fairness-aware classifier with prejudice remover regularizer
Toshihiro Kamishima, Shotaro Akaho, Hideki Asoh, and Jun Sakuma · 2012
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Discrimination aware classification for imbalanced datasets
Goce Ristanoski, Wei Liu, and James Bailey · 2013
Cited alongside, same era.
Learning fair representations
Richard S. Zemel, Yu Wu, Kevin Swersky, Toniann Pitassi, and Cynthia Dwork · 2013
Cited alongside, same era.
Prediction with model-based neutrality
Kazuto Fukuchi, Jun Sakuma, and Toshihiro Kamishima · 2013
Cited alongside, same era.
Discrimination in online ad delivery
Latanya Sweeney · 2013
Cited alongside, same era.
Equality of opportunity in supervised learning
Moritz Hardt, Eric Price, and Nati Srebro · 2016
Cited alongside, same era.
Fairness beyond disparate treatment & disparate impact: Learning classification without disparate mistreatment
Muhammad Bilal Zafar, Isabel Valera, Manuel Gomez-Rodriguez, and Krishna P. Gummadi · 2017
Cited alongside, same era.
Inherent trade-offs in the fair determination of risk scores
Jon M. Kleinberg, Sendhil Mullainathan, and Manish Raghavan · 2017
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Discrimination as a self-fulfilling prophecy: Evidence from french grocery stores
Dylan Glover, Amanda Pallais, and William Pariente · 2017
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Fairness incentives for myopic agents
Sampath Kannan, Michael J. Kearns, Jamie Morgenstern, Mallesh M. Pai, Aaron Roth, Rakesh V. Vohra, and Zhiwei Steven Wu · 2017
Later among the works it cites.
Gender shades: Intersectional accuracy disparities in commercial gender classification
Joy Buolamwini and Timnit Gebru · 2018
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A short-term intervention for long-term fairness in the labor market
Lily Hu and Yiling Chen · 2018
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Counterfactual fairness
Matt J. Kusner, Joshua R. Loftus, Chris Russell, and Ricardo Silva · 2017
Cited alongside, same era.
Machine bias — there’s software used across the country to predict future criminals. and it’s biased against blacks
J. Angwin, J. Larson, S. Mattu, and L. Kirchner
Cited in the paper.
Lydia T. Liu, Sarah Dean, Esther Rolf, Max Simchowitz, and Moritz Hardt · 2018
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