Concepedia

Statistical Parity

Statistical Parity is a fairness metric in machine learning that belongs to the class of statistical group fairness criteria and is defined by the condition that individuals from different protected and unprotected groups have equal probabilities of being assigned to the positive outcome class.

68

Publications

6.4K

Citations

205

Authors

92

Institutions

Publications per year

2017–2026

33

Parents

Publications

68

Fairness through awareness

Cynthia Dwork, Moritz Hardt, Toniann Pitassi et al. · 2012 · 3.4K citations

, , +14

Preventing Fairness Gerrymandering: Auditing and Learning for Subgroup Fairness

Michael Kearns, Seth Neel, Aaron Roth et al. · arXiv (Cornell University) · 2017 · 306 citations · Full text

, , +12

Female hunters of the early Americas

Randall Haas, James T. Watson, Tammy Buonasera et al. · Science Advances · 2020 · 157 citations · Full text

, , +17

A Short-term Intervention for Long-term Fairness in the Labor Market

Lily Hu, Yiling Chen · 2018 · 132 citations · Full text

, , +15

Preventing Fairness Gerrymandering: Auditing and Learning for Subgroup Fairness

Michael Kearns, Seth Neel, Aaron Roth et al. · International Conference on Machine Learning · 2017 · 123 citations

, , +12

1–5 of 68

Authors

205

  1. ZS
    Zhiwei Steven Wu

    University of Pennsylvania, United States

    3 publications · 495 citations

    3

    h-index

  2. YC
    Yiling Chen

    Harvard University Press, United States

    2 publications · 147 citations

    2

    h-index

  3. OR
    Omer Reingold

    Weizmann Institute of Science, Israel

    2 publications · 3.4K citations

    2

    h-index

  4. KM
    Karima Makhlouf

    École Polytechnique, France

    2 publications · 76 citations

    2

    h-index

  5. NK
    Nisheeth K. Vishnoi

    Yale University, United States

    2 publications · 41 citations

    2

    h-index

1–5 of 205

Institutions

92

  1. Centre National de la Recherche Scientifique

    Paris, France

    5 h-index

    28 publications

    714 citations

  2. Université Libre de Bruxelles

    Brussels, Belgium

    3 h-index

    5 publications

    203 citations

  3. University of Zurich

    Zurich, Switzerland

    3 h-index

    4 publications

    143 citations

  4. University of Toronto

    Toronto, Canada

    2 h-index

    4 publications

    6.8K citations

  5. ZHAW Zurich University of Applied Sciences

    Winterthur, Switzerland

    2 h-index

    3 publications

    114 citations

  6. University of Arkansas at Fayetteville

    Fayetteville, United States

    2 h-index

    4 publications

    153 citations

  7. University of California, Irvine

    Irvine, United States

    2 h-index

    3 publications

    177 citations

  8. Microsoft (United States)

    Redmond, United States

    2 h-index

    4 publications

    6.8K citations

1–8 of 92

Venues

  1. arXiv (Cornell University)

    Repository · 11 publications · 566 citations

    11

    h-index

  2. Journal of Sports Economics

    JSE · 3 publications · 84 citations

    3

    h-index

  3. Nuclear Physics A

    3 publications · 95 citations

    3

    h-index

  4. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 2 publications · 108 citations

    2

    h-index

  5. Physical review. B, Condensed matter

    PRB · 2 publications · 83 citations

    2

    h-index

1–5