Concepedia

Group Fairness

Group Fairness is a fairness criterion in algorithmic decision-making that, as a member of the class of fairness metrics, requires that outcomes or predictions be statistically comparable across predefined sensitive groups to ensure equitable treatment or impact.

353

Publications

24.9K

Citations

811

Authors

348

Institutions

Publications per year

2017–2026

241

Parents

Publications

353

Fairness through awareness

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

, , +14

Learning Fair Representations

Rich Zemel, Yu Wu, Kevin Swersky et al. · 2013 · 1K citations

, , +16

Fairness in Criminal Justice Risk Assessments: The State of the Art

Richard A. Berk, Hoda Heidari, Shahin Jabbari et al. · Sociological Methods & Research · 2018 · 992 citations

, , +12

Inherent Trade-Offs in the Fair Determination of Risk Scores

Jon Kleinberg, Sendhil Mullainathan, Manish Raghavan · DROPS (Schloss Dagstuhl – Leibniz Center for Informatics) · 2017 · 605 citations · Full text

, , +16

Fairness theory: Justice as accountability.

Robert Folger, Russell Cropanzano · 2001 · 601 citations

, , +9

1–5 of 353

Authors

811

  1. AR
    Aaron Roth

    University of Pennsylvania, United States

    9 publications · 1.8K citations

    9

    h-index

  2. KP
    Krishna P. Gummadi

    Max Planck Institute for Software Systems, Germany

    9 publications · 506 citations

    9

    h-index

  3. MK
    Michael Kearns

    University of Pennsylvania, United States

    9 publications · 1.8K citations

    9

    h-index

  4. HH
    Hoda Heidari

    Carnegie Mellon University, United States

    7 publications · 1.5K citations

    7

    h-index

  5. CD
    Cynthia Dwork

    IBM Research - Almaden, United States

    7 publications · 4.5K citations

    7

    h-index

1–5 of 811

Institutions

348

  1. Cornell University

    Ithaca, United States

    11 h-index

    18 publications

    1.9K citations

  2. Carnegie Mellon University

    Pittsburgh, United States

    11 h-index

    23 publications

    1.8K citations

  3. Harvard University Press

    Cambridge, United States

    9 h-index

    15 publications

    1.3K citations

  4. University of Michigan

    Ann Arbor, United States

    9 h-index

    15 publications

    426 citations

  5. University of Oxford

    Oxford, United Kingdom

    9 h-index

    16 publications

    684 citations

  6. Max Planck Institute for Software Systems

    Saarbrücken, Germany

    8 h-index

    24 publications

    1.8K citations

  7. National University of Singapore

    Singapore, Singapore

    8 h-index

    17 publications

    408 citations

  8. University of California, Berkeley

    Berkeley, United States

    8 h-index

    14 publications

    1K citations

1–8 of 348

Venues

  1. arXiv (Cornell University)

    Repository · 52 publications · 3K citations

    24

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 11 publications · 450 citations

    10

    h-index

  3. European Journal of Social Psychology

    EJSP · 9 publications · 409 citations

    9

    h-index

  4. SSRN Electronic Journal

    Repository · 9 publications · 244 citations

    9

    h-index

  5. DROPS (Schloss Dagstuhl – Leibniz Center for Informatics)

    Repository · 7 publications · 751 citations

    7

    h-index

1–5