Concepedia

Bias Evaluation

Bias Evaluation is a systematic assessment framework within the domain of recommender systems research that identifies, quantifies, and analyzes distortions or systematic deviations in recommendation outcomes arising from algorithmic, data, or user-related factors, thereby distinguishing it from general performance evaluation by focusing specifically on inequities and skewed representations.

234

Publications

20.6K

Citations

759

Authors

342

Institutions

Publications per year

2017–2026

121

Parents

Publications

234

Matching As An Econometric Evaluation Estimator: Evidence from Evaluating a Job Training Programme

James J. Heckman, Hidehiko Ichimura, Petra Todd · The Review of Economic Studies · 1997 · 5.5K citations

, , +15

Bias in computer systems

Batya Friedman, Helen Nissenbaum · ACM Transactions on Information Systems · 1996 · 1.1K citations · Full text

, , +14

Bias in algorithmic filtering and personalization

Engin Bozdag · Ethics and Information Technology · 2013 · 629 citations

, , +11

Bias and Debias in Recommender System: A Survey and Future Directions

Jiawei Chen, Hande Dong, Xiang Wang et al. · ACM Transactions on Information Systems · 2022 · 607 citations

, , +17

Bias and Fairness in Large Language Models: A Survey

Isabel O. Gallegos, Ryan A. Rossi, Joe Barrow et al. · Computational Linguistics · 2024 · 510 citations · Full text

, , +15

1–5 of 234

Authors

759

  1. XH
    Xiangnan He

    University of Science and Technology of China, China

    6 publications · 942 citations

    6

    h-index

  2. JC
    Jiawei Chen

    Zhejiang University, China

    5 publications · 914 citations

    5

    h-index

  3. FF
    Fuli Feng

    University of Science and Technology of China, China

    4 publications · 826 citations

    4

    h-index

  4. PC
    Pablo Castells

    Universidad Autónoma de Madrid, Spain

    4 publications · 370 citations

    4

    h-index

  5. RC
    Rocío Cañamares

    Universidad Autónoma de Madrid, Spain

    3 publications · 204 citations

    3

    h-index

1–5 of 759

Institutions

342

  1. University of Science and Technology of China

    Hefei, China

    6 h-index

    20 publications

    4.3K citations

  2. Cornell University

    Ithaca, United States

    5 h-index

    16 publications

    2.1K citations

  3. Universidad Autónoma de Madrid

    Madrid, Spain

    4 h-index

    9 publications

    906 citations

  4. Yale University

    New Haven, United States

    4 h-index

    6 publications

    327 citations

  5. University of California, Berkeley

    Berkeley, United States

    4 h-index

    7 publications

    404 citations

  6. University of Florida

    Gainesville, United States

    4 h-index

    7 publications

    252 citations

  7. Google (United States)

    Mountain View, United States

    4 h-index

    11 publications

    753 citations

  8. National University of Singapore

    Singapore, Singapore

    4 h-index

    8 publications

    784 citations

1–8 of 342

Venues

  1. arXiv (Cornell University)

    Repository · 11 publications · 535 citations

    11

    h-index

  2. Information Processing & Management

    5 publications · 365 citations

    5

    h-index

  3. Psychiatric Annals

    4 publications · 97 citations

    4

    h-index

  4. Academy of Management Review

    AMR · 4 publications · 609 citations

    4

    h-index

  5. 4

    h-index

1–5