Concepedia

Explainable Fairness

Explainable Fairness is a methodological framework within algorithmic fairness that enables the transparent articulation of how and why fairness criteria are satisfied by a model, distinguishing itself from other fairness approaches through its emphasis on human-interpretable justifications for equitable outcomes.

34

Publications

2.7K

Citations

96

Authors

49

Institutions

Publications per year

2017–2026

26

Parents

Publications

34

'It's Reducing a Human Being to a Percentage'

Reuben Binns, Max Van Kleek, Michael Veale et al. · 2018 · 577 citations · Full text

, , +12

The Indirect Evolutionary Approach to Explaining Fair Allocations

Steffen Huck, Jörg Oechssler · Games and Economic Behavior · 1999 · 228 citations

, , +11

Toward general principles of managerial fairness

Blair H. Sheppard, Roy J. Lewicki · Social Justice Research · 1987 · 202 citations

, , +12

Fairness in Decision-Making — The Causal Explanation Formula

Junzhe Zhang, Elias Bareinboim · Proceedings of the AAAI Conference on Artificial Intelligence · 2018 · 199 citations · Full text

, , +16

'It's Reducing a Human Being to a Percentage'; Perceptions of Justice in Algorithmic Decisions

Reuben Binns, Max Van Kleek, Michael Veale et al. · 2018 · 169 citations · Full text

, , +14

1–5 of 34

Authors

96

  1. JZ
    Jun Zhao

    University of Oxford, United Kingdom

    3 publications · 862 citations

    3

    h-index

  2. RB
    Reuben Binns

    University of Oxford, United Kingdom

    3 publications · 862 citations

    3

    h-index

  3. UL
    Ulrik Lyngs

    University of Oxford, United Kingdom

    3 publications · 862 citations

    3

    h-index

  4. MV
    Max Van Kleek

    University of Oxford, United Kingdom

    3 publications · 862 citations

    3

    h-index

  5. NS
    Nigel Shadbolt

    University of Southampton, United Kingdom

    3 publications · 862 citations

    3

    h-index

1–5 of 96

Institutions

49

  1. University College London

    London, United Kingdom

    4 h-index

    4 publications

    883 citations

  2. University of Oxford

    Oxford, United Kingdom

    3 h-index

    15 publications

    4.3K citations

  3. University of Florida

    Gainesville, United States

    3 h-index

    3 publications

    210 citations

  4. The Ohio State University

    Columbus, United States

    2 h-index

    2 publications

    270 citations

  5. Elisava Barcelona School of Design and Engineering

    Barcelona, Spain

    1 h-index

    1 publications

    13 citations

  6. University of Calgary

    Calgary, Canada

    1 h-index

    4 publications

    160 citations

  7. Appalachian State University

    Boone, United States

    1 h-index

    1 publications

    67 citations

  8. Alberta Children's Hospital

    Calgary, Canada

    1 h-index

    1 publications

    40 citations

1–8 of 49

Venues

  1. arXiv (Cornell University)

    Repository · 5 publications · 147 citations

    5

    h-index

  2. Journal of Management

    JOM · 2 publications · 181 citations

    2

    h-index

  3. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 2 publications · 220 citations

    2

    h-index

  4. Journal of Medical Imaging

    JMI · 1 publications · 40 citations

    1

    h-index

  5. Journal of Organization Design

    1 publications · 28 citations

    1

    h-index

1–5