Concepedia

Predictive Bias Analysis

Predictive Bias Analysis is a methodological framework within fairness review that systematically evaluates whether a predictive model's outputs exhibit differential performance or error rates across socially salient groups, thereby identifying inequities arising from algorithmic decision-making.

98

Publications

5.5K

Citations

299

Authors

151

Institutions

Publications per year

2017–2026

52

Parents

Publications

98

Accurate brain age prediction with lightweight deep neural networks

Han Peng, Weikang Gong, Christian F. Beckmann et al. · Medical Image Analysis · 2020 · 519 citations · Full text

, , +17

On Fairness and Calibration

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

, , +16

Fact and Fiction in Cognitive Ability Testing for Admissions and Hiring Decisions

Nathan R. Kuncel, Sarah A. Hezlett · Current Directions in Psychological Science · 2010 · 200 citations

, , +15

Fair Prediction with Disparate Impact: A Study of Bias in Recidivism Prediction Instruments

Alexandra Chouldechova · Big Data · 2017 · 158 citations · Full text

, , +17

Predictive Inequity in Object Detection

Benjamin Wilson, Judy Hoffman, Jamie Morgenstern · arXiv (Cornell University) · 2019 · 157 citations · Full text

, , +12

1–5 of 98

Authors

299

  1. EY
    Emre Yoldaş

    Federal Reserve Board of Governors, United States

    3 publications · 38 citations

    3

    h-index

  2. DB
    Deniz Baglan

    Howard University, United States

    3 publications · 38 citations

    3

    h-index

  3. RL
    Robert L. Linn

    University of Illinois Urbana-Champaign, United States

    3 publications · 181 citations

    3

    h-index

  4. AC
    Alexandra Chouldechova

    Carnegie Mellon University, United States

    3 publications · 194 citations

    3

    h-index

  5. SM
    Stephen M. Smith

    University of Oxford, United Kingdom

    2 publications · 544 citations

    2

    h-index

1–5 of 299

Institutions

151

  1. University of Illinois Urbana-Champaign

    Urbana, United States

    5 h-index

    7 publications

    347 citations

  2. Carnegie Mellon University

    Pittsburgh, United States

    4 h-index

    8 publications

    238 citations

  3. University of Minnesota

    Minneapolis, United States

    3 h-index

    3 publications

    352 citations

  4. Stanford University

    Stanford, United States

    3 h-index

    6 publications

    159 citations

  5. Wellcome Centre for Integrative Neuroimaging

    Oxford, United Kingdom

    2 h-index

    8 publications

    2.2K citations

  6. Federal Reserve

    Washington D.C., United States

    2 h-index

    2 publications

    27 citations

  7. Oxford Research Group

    London, United Kingdom

    2 h-index

    4 publications

    1.1K citations

  8. University of Pennsylvania

    Philadelphia, United States

    2 h-index

    4 publications

    260 citations

1–8 of 151

Venues

  1. arXiv (Cornell University)

    Repository · 15 publications · 954 citations

    13

    h-index

  2. Journal of Educational Measurement

    4 publications · 219 citations

    4

    h-index

  3. Journal of Applied Psychology

    3 publications · 210 citations

    3

    h-index

  4. Water Resources Research

    2 publications · 242 citations

    2

    h-index

  5. BMC Bioinformatics

    2 publications · 92 citations

    2

    h-index

1–5