Concepedia

Bias Detection

Bias Detection is a methodological construct in the ethics of automated decision-making that identifies systematic distortions in algorithmic outcomes attributable to prejudicial assumptions or skewed data representations, thereby distinguishing it from general error detection by focusing specifically on fairness-related deviations rooted in historical, social, or technical inequities.

556

Publications

54.6K

Citations

1.7K

Authors

689

Institutions

Publications per year

2017–2026

358

Parents

Publications

556

SYRCLE’s risk of bias tool for animal studies

Carlijn R. Hooijmans, Maroeska M. Rovers, Rob BM de Vries et al. · BMC Medical Research Methodology · 2014 · 4.1K citations · Full text

, , +16

Semantics derived automatically from language corpora contain human-like biases

Aylin Caliskan, Joanna J. Bryson, Arvind Narayanan · Science · 2017 · 2.8K citations · Full text

, , +15

Big Data's Disparate Impact

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

, , +17

Certifying and Removing Disparate Impact

Michael Feldman, Sorelle A. Friedler, John Moeller et al. · 2015 · 1.8K citations

, , +16

Understanding and managing the threat of common method bias: Detection, prevention and control

Florian Köck, Adiyukh Berbekova, A. George Assaf · Tourism Management · 2021 · 1.5K citations

, , +12

1–5 of 556

Authors

1.7K

  1. SB
    Solon Barocas

    Cornell University, United States

    7 publications · 4.1K citations

    7

    h-index

  2. EF
    Emilio Ferrara

    University of Southern California, United States

    6 publications · 525 citations

    6

    h-index

  3. BG
    Béla Gipp

    University of Konstanz, Germany

    4 publications · 125 citations

    4

    h-index

  4. SM
    Sendhil Mullainathan

    University of Chicago, United States

    4 publications · 129 citations

    4

    h-index

  5. KL
    Kristian Lum

    Virginia Tech, United States

    4 publications · 154 citations

    4

    h-index

1–5 of 1.7K

Institutions

689

  1. University of Pennsylvania

    Philadelphia, United States

    12 h-index

    24 publications

    4.9K citations

  2. University of Toronto

    Toronto, Canada

    9 h-index

    12 publications

    1.9K citations

  3. Carnegie Mellon University

    Pittsburgh, United States

    9 h-index

    24 publications

    2K citations

  4. Yale University

    New Haven, United States

    9 h-index

    17 publications

    2.2K citations

  5. Centre National de la Recherche Scientifique

    Paris, France

    8 h-index

    22 publications

    1K citations

  6. University of Southern California

    Los Angeles, United States

    8 h-index

    13 publications

    1.5K citations

  7. Princeton University

    Princeton, United States

    8 h-index

    21 publications

    9.6K citations

  8. Columbia University

    New York, United States

    8 h-index

    21 publications

    1.5K citations

1–8 of 689

Venues

  1. arXiv (Cornell University)

    Repository · 40 publications · 1.3K citations

    21

    h-index

  2. SSRN Electronic Journal

    Repository · 20 publications · 3K citations

    14

    h-index

  3. Communications of the ACM

    7 publications · 773 citations

    7

    h-index

  4. Machine Learning

    5 publications · 379 citations

    5

    h-index

  5. Science

    5 publications · 3.7K citations

    5

    h-index

1–5