Concepedia

Preprocessing Bias Mitigation

Preprocessing Bias Mitigation is a method in algorithmic fairness that modifies training data to reduce biases with respect to sensitive attributes before model learning occurs, distinguishing itself from in-processing and post-processing approaches by addressing bias at the data transformation stage.

20

Publications

3K

Citations

61

Authors

23

Institutions

Publications per year

2017–2026

14

Parents

Publications

20

Data preprocessing techniques for classification without discrimination

Faisal Kamiran, Toon Calders · Knowledge and Information Systems · 2011 · 1.3K citations · Full text

, , +9

On the effectiveness of preprocessing methods when dealing with different levels of class imbalance

Vicente García, J. Salvador Sánchez, Ramón A. Mollineda · Knowledge-Based Systems · 2011 · 352 citations

, , +13

Analysis of preprocessing vs. cost-sensitive learning for imbalanced classification. Open problems on intrinsic data characteristics

Victoria López, Alberto Fernández, Jose G. Moreno-Torres et al. · Expert Systems with Applications · 2011 · 312 citations

, , +16

The impact of preprocessing on data mining: An evaluation of classifier sensitivity in direct marketing

Sven F. Crone, Stefan Lessmann, Robert Stahlbock · European Journal of Operational Research · 2005 · 215 citations

, , +12

Imbalanced data preprocessing techniques for machine learning: a systematic mapping study

Vitor Werner de Vargas, Jorge Aranda, Ricardo dos Santos Costa et al. · Knowledge and Information Systems · 2022 · 188 citations · Full text

, , +16

1–5 of 20

Authors

61

  1. VK
    Vijay Keswani

    Yale University, United States

    2 publications · 41 citations

    2

    h-index

  2. NK
    Nisheeth K. Vishnoi

    Yale University, United States

    2 publications · 41 citations

    2

    h-index

  3. JS
    Julia Stoyanovich

    New York University, United States

    2 publications · 28 citations

    2

    h-index

  4. SS
    Sebastian Schelter

    University of Amsterdam, Netherlands

    2 publications · 28 citations

    2

    h-index

  5. FK
    Faisal Kamiran

    Information Technology University, Pakistan

    1 publications · 1.3K citations

    1

    h-index

1–5 of 61

Institutions

23

  1. Stanford University

    Stanford, United States

    2 h-index

    8 publications

    190 citations

  2. Yale University

    New Haven, United States

    2 h-index

    6 publications

    123 citations

  3. Wake Forest University

    Winston-Salem, United States

    2 h-index

    3 publications

    108 citations

  4. Universitat Jaume I

    Castellon, Spain

    1 h-index

    3 publications

    1.1K citations

  5. Universidade do Vale do Rio dos Sinos

    São Leopoldo, Brazil

    1 h-index

    5 publications

    940 citations

  6. Universidad de Granada

    Granada, Spain

    1 h-index

    3 publications

    936 citations

  7. Universität Hamburg

    Hamburg, Germany

    1 h-index

    2 publications

    430 citations

  8. Universidad de Jaén

    Jaén, Spain

    1 h-index

    1 publications

    312 citations

1–8 of 23

Venues

  1. arXiv (Cornell University)

    Repository · 3 publications · 63 citations

    3

    h-index

  2. Knowledge and Information Systems

    2 publications · 1.4K citations

    2

    h-index

  3. UvA-DARE (University of Amsterdam)

    Repository · 2 publications · 28 citations

    2

    h-index

  4. Knowledge-Based Systems

    1 publications · 352 citations

    1

    h-index

  5. Expert Systems with Applications

    1 publications · 312 citations

    1

    h-index

1–5