Concepedia

Classification Accuracy Bias

Classification Accuracy Bias is a metric that quantifies systematic disparities in classification accuracy across different demographic groups, distinguishing itself from other fairness metrics by specifically measuring the extent to which predictive performance deviates from equity expectations in the context of nonuniform differential item functioning.

49

Publications

13.3K

Citations

147

Authors

99

Institutions

Publications per year

2017–2026

23

Parents

Publications

49

A systematic analysis of performance measures for classification tasks

Marina Sokolova, Guy Lapalme · Information Processing & Management · 2009 · 6.5K citations

, , +15

The Balanced Accuracy and Its Posterior Distribution

Kay H. Brodersen, Cheng Soon Ong, Klaas Ε. Stephan et al. · 2010 · 1.7K citations

, , +16

An insight into classification with imbalanced data: Empirical results and current trends on using data intrinsic characteristics

Victoria López, Alberto Fernández, Salvador García et al. · Information Sciences · 2013 · 1.6K citations

, , +17

The impact of class imbalance in classification performance metrics based on the binary confusion matrix

Amalia Luque Sendra, Alejandro Carrasco, Ana de las Heras · Pattern Recognition · 2019 · 1.1K citations · Full text

, , +11

Facing Imbalanced Data--Recommendations for the Use of Performance Metrics

László A. Jeni, Jeffrey F. Cohn, Fernando De la Torre · 2013 · 806 citations

, , +15

1–5 of 49

Authors

147

  1. TS
    Thomas S. Dee

    Stanford University, United States

    1 publications · 26 citations

    2

    h-index

  2. TH
    Travis Hammond

    University of Alaska Fairbanks, United States

    2 publications · 219 citations

    2

    h-index

  3. JP
    June Park John

    Stanford University, United States

    1 publications · 26 citations

    2

    h-index

  4. BJ
    Brent J. Evans

    Vanderbilt University, United States

    1 publications · 26 citations

    2

    h-index

  5. DL
    David L. Verbyla

    University of Alaska Fairbanks, United States

    2 publications · 219 citations

    2

    h-index

1–5 of 147

Institutions

99

  1. Massachusetts Institute of Technology

    Cambridge, United States

    2 h-index

    3 publications

    89 citations

  2. University of Pennsylvania

    Philadelphia, United States

    2 h-index

    3 publications

    60 citations

  3. University of Alaska Fairbanks

    Fairbanks, United States

    2 h-index

    4 publications

    438 citations

  4. Shiga University

    Hikone, Japan

    1 h-index

    1 publications

    38 citations

  5. North China Electric Power University

    Beijing, China

    1 h-index

    1 publications

    12 citations

  6. Carnegie Mellon University

    Pittsburgh, United States

    1 h-index

    3 publications

    2.4K citations

  7. Electric Power University

    Hanoi, Vietnam

    1 h-index

    2 publications

    24 citations

  8. University of Glasgow

    Glasgow, United Kingdom

    1 h-index

    1 publications

    17 citations

1–8 of 99

Venues

  1. International Journal of Remote Sensing

    3 publications · 251 citations

    3

    h-index

  2. 3

    h-index

  3. Knowledge-Based Systems

    2 publications · 42 citations

    2

    h-index

  4. The Clinical Neuropsychologist

    TCN · 1 publications · 47 citations

    1

    h-index

  5. Journal of Official Statistics

    JOS · 1 publications · 21 citations

    1

    h-index

1–5