Concepedia

Calibration Fairness

Calibration Fairness is a fairness metric in machine learning that requires a predictive model to produce calibrated probabilities—where the predicted probability of an outcome matches the true likelihood of that outcome—across all defined demographic groups, thereby ensuring group-level equivalence in the reliability of predicted scores.

8

Publications

490

Citations

27

Authors

13

Institutions

Publications per year

2017–2026

8

Parents

Publications

8

On Fairness and Calibration

Geoff Pleiss, Manish Raghavan, Felix Wu et al. · arXiv (Cornell University) · 2017 · 290 citations · Full text

, , +16

Calibration for the (Computationally-Identifiable) Masses

Úrsula Hébert-Johnson, Michael P. Kim, Omer Reingold et al. · arXiv (Cornell University) · 2017 · 49 citations · Full text

, , +14

Fairness in Machine Learning: Against False Positive Rate Equality as a Measure of Fairness

Robert R. Long · Journal of Moral Philosophy · 2021 · 42 citations

, , +12

From Soft Classifiers to Hard Decisions

Ran Canetti, Aloni Cohen, Nishanth Dikkala et al. · 2019 · 41 citations · Full text

, , +15

Fairness through Equality of Effort

Wen Huan, Yongkai Wu, Lu Zhang et al. · Companion Proceedings of the Web Conference 2020 · 2020 · 22 citations · Full text

, , +13

1–5 of 8

Authors

27

  1. SE
    Stefano Ermon

    Stanford University, United States

    2 publications · 25 citations

    2

    h-index

  2. TM
    Tengyu Ma

    Stanford University, United States

    2 publications · 25 citations

    2

    h-index

  3. SZ
    Shengjia Zhao

    Stanford University, United States

    2 publications · 25 citations

    2

    h-index

  4. WH
    Wen Huan

    University of Arkansas at Fayetteville, United States

    1 publications · 22 citations

    1

    h-index

  5. GP
    Geoff Pleiss

    Cornell University, United States

    1 publications · 290 citations

    1

    h-index

1–5 of 27

Institutions

13

  1. Stanford University

    Stanford, United States

    2 h-index

    5 publications

    61 citations

  2. Moscow Institute of Thermal Technology

    Moscow, Russia

    1 h-index

    3 publications

    123 citations

  3. Stanford Medicine

    Stanford, United States

    1 h-index

    1 publications

    14 citations

  4. Boston University

    Boston, United States

    1 h-index

    4 publications

    164 citations

  5. LMU Klinikum

    Munich, Germany

    1 h-index

    1 publications

    21 citations

  6. Ludwig-Maximilians-Universität München

    Munich, Germany

    1 h-index

    1 publications

    21 citations

  7. New York University

    New York, United States

    1 h-index

    1 publications

    42 citations

  8. IT University of Copenhagen

    Copenhagen, Denmark

    1 h-index

    1 publications

    21 citations

1–8 of 13

Venues

  1. arXiv (Cornell University)

    Repository · 4 publications · 364 citations

    4

    h-index

  2. Journal of Moral Philosophy

    1 publications · 42 citations

    1

    h-index

  3. Companion Proceedings of the Web Conference 2020

    Conference · 1 publications · 22 citations

    1

    h-index

  4. Journal of Biomedical Informatics

    1 publications · 11 citations

1–4