Concepedia

Preprocessing Debiasing

Preprocessing Debiasing is a methodological approach in machine learning that belongs to the class of bias mitigation techniques and is distinguished by its application prior to model training to modify input data or features in order to reduce or eliminate unfair representational biases with respect to protected attributes.

6

Publications

163

Citations

22

Authors

10

Institutions

Publications per year

2017–2026

4

Parents

Publications

6

Using Iterated Bagging to Debias Regressions

Leo Breiman · Machine Learning · 2001 · 311 citations · Full text

, , +13

Filling Gaps in Hourly Air Temperature Data Using Debiased ERA5 Data

Miloš Lompar, Branislava Lalić, Mina Petrić · Atmosphere · 2019 · 42 citations · Full text

, , +16

How Do Your Biomedical Named Entity Recognition Models Generalize to Novel Entities?

Hyunjae Kim, Jaewoo Kang · IEEE Access · 2022 · 29 citations · Full text

, , +10

Robust Emotion Recognition in Context Debiasing

Dingkang Yang, Kun Yang, M. H. Li et al. · 2024 · 25 citations

, , +10

Interpretable Bias Mitigation for Textual Data: Reducing Genderization in Patient Notes While Maintaining Classification Performance

Joshua R. Minot, Nicholas Cheney, Marc Maier et al. · ACM Transactions on Computing for Healthcare · 2022 · 25 citations · Full text

, , +17

1–5 of 6

Authors

22

  1. SM
    Sebastian M. Blanc

    Karlsruhe Institute of Technology, Germany

    1 publications · 24 citations

    1

    h-index

  2. LZ
    Lihua Zhang

    Dalian University of Technology, China

    1 publications · 25 citations

    1

    h-index

  3. TS
    Thomas Setzer

    Technical University of Munich, Germany

    1 publications · 24 citations

    1

    h-index

  4. ML
    Miloš Lompar

    University of Belgrade, Serbia

    1 publications · 42 citations

    1

    h-index

  5. DC
    Danne C. Elbers

    VA Boston Healthcare System, United States

    1 publications · 25 citations

    1

    h-index

1–5 of 22

Institutions

10

  1. University of Novi Sad

    Novi Sad, Serbia

    1 h-index

    2 publications

    84 citations

  2. University of Nebraska–Lincoln

    Lincoln, United States

    1 h-index

    2 publications

    36 citations

  3. Avia-GIS (Belgium)

    Zoersel, Belgium

    1 h-index

    1 publications

    42 citations

  4. Fudan University

    Shanghai, China

    1 h-index

    6 publications

    150 citations

  5. University of Vermont

    Burlington, United States

    1 h-index

    5 publications

    125 citations

  6. VA Boston Healthcare System

    Boston, United States

    1 h-index

    1 publications

    25 citations

  7. NOAA National Centers for Environmental Information

    Asheville, United States

    1 h-index

    1 publications

    18 citations

  8. Korea University

    Seoul, South Korea

    1 h-index

    2 publications

    58 citations

1–8 of 10

Venues

  1. Atmosphere

    1 publications · 42 citations

    1

    h-index

  2. European Journal of Operational Research

    1 publications · 24 citations

    1

    h-index

  3. IEEE Access

    1 publications · 29 citations

    1

    h-index

  4. ACM Transactions on Computing for Healthcare

    1 publications · 25 citations

    1

    h-index

  5. International Journal of Climatology

    1 publications · 18 citations

    1

    h-index

1–5