Concepedia

Algorithmic Fairness

Algorithmic Fairness is a normative framework within data ethics that specifies criteria for the equitable treatment of individuals or groups by automated decision-making systems, distinguishing itself from related ethical principles through its focus on mitigating biases and ensuring justice in algorithmic outcomes.

2.6K

Publications

216.3K

Citations

6.6K

Authors

1.8K

Institutions

Publications per year

2017–2026

2.3K

Parents

Children

Publications

2.6K

The global landscape of AI ethics guidelines

Anna Jobin, Marcello Ienca, Effy Vayena · Nature Machine Intelligence · 2019 · 5K citations · Full text

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A Quantitative Measure Of Fairness And Discrimination For Resource Allocation In Shared Computer Systems

Rishabh Jain, Dah Ming Chiu, W. Hawe · ArXiv.org · 1998 · 3.6K citations · Full text

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Fairness through awareness

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

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Siri, Siri, in my hand: Who’s the fairest in the land? On the interpretations, illustrations, and implications of artificial intelligence

Andreas Kaplan, Michael Haenlein · Business Horizons · 2018 · 2.9K citations

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Big Data's Disparate Impact

Solon Barocas, Andrew D. Selbst · SSRN Electronic Journal · 2016 · 2.1K citations · Full text

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1–5 of 2.6K

Authors

6.6K

  1. KP
    Krishna P. Gummadi

    Max Planck Institute for Software Systems, Germany

    27 publications · 3.3K citations

    21

    h-index

  2. AW
    Adrian Weller

    University of Cambridge, United Kingdom

    25 publications · 1.9K citations

    20

    h-index

  3. AR
    Aaron Roth

    University of Pennsylvania, United States

    22 publications · 3K citations

    19

    h-index

  4. MK
    Michael Kearns

    University of Pennsylvania, United States

    20 publications · 2.4K citations

    18

    h-index

  5. KR
    Kush R. Varshney

    IBM Research - Thomas J. Watson Research Center, United States

    16 publications · 2.2K citations

    14

    h-index

1–5 of 6.6K

Institutions

1.8K

  1. Carnegie Mellon University

    Pittsburgh, United States

    46 h-index

    204 publications

    24K citations

  2. University of Oxford

    Oxford, United Kingdom

    43 h-index

    178 publications

    20.5K citations

  3. Cornell University

    Ithaca, United States

    37 h-index

    118 publications

    16.9K citations

  4. University College London

    London, United Kingdom

    35 h-index

    101 publications

    12K citations

  5. Google (United States)

    Mountain View, United States

    33 h-index

    170 publications

    29.2K citations

  6. Massachusetts Institute of Technology

    Cambridge, United States

    30 h-index

    103 publications

    12.8K citations

  7. Stanford University

    Stanford, United States

    29 h-index

    104 publications

    11.4K citations

  8. University of Cambridge

    Cambridge, United Kingdom

    29 h-index

    89 publications

    7.7K citations

1–8 of 1.8K

Venues

  1. arXiv (Cornell University)

    Repository · 340 publications · 16.8K citations

    57

    h-index

  2. AI and Ethics

    44 publications · 3K citations

    31

    h-index

  3. SSRN Electronic Journal

    Repository · 84 publications · 6.3K citations

    29

    h-index

  4. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 59 publications · 2.6K citations

    27

    h-index

  5. 2022 ACM Conference on Fairness, Accountability, and Transparency

    Conference · 31 publications · 1.8K citations

    25

    h-index

1–5