Concepedia

Fair Decision Trees

Fair Decision Trees is a decision tree learning method designed to minimize bias with respect to sensitive attributes, thereby ensuring equitable treatment across different demographic groups while maintaining predictive accuracy.

9

Publications

378

Citations

22

Authors

9

Institutions

Publications per year

2017–2026

8

Parents

Publications

9

Learning Optimal and Fair Decision Trees for Non-Discriminative Decision-Making

Sina Aghaei, Mohammad Javad Azizi, Phebe Vayanos · Proceedings of the AAAI Conference on Artificial Intelligence · 2019 · 125 citations · Full text

, , +16

FAHT: An Adaptive Fairness-aware Decision Tree Classifier

Wenbin Zhang, Eirini Ntoutsi · 2019 · 83 citations · Full text

, , +14

Fair Forests

Edward Raff, Jared Sylvester, Steven Mills · 2018 · 57 citations

, , +14

An applicability index for reliable and applicable decision trees in water quality modelling

Gert Everaert, Elina Bennetsen, Peter Goethals · Ecological Informatics · 2015 · 22 citations

, , +12

Fairness without Imputation: A Decision Tree Approach for Fair Prediction with Missing Values

Haewon Jeong, Hao Wang, Flávio P. Calmon · Proceedings of the AAAI Conference on Artificial Intelligence · 2022 · 22 citations · Full text

, , +16

1–5 of 9

Authors

22

  1. SA
    Sina Aghaei

    University of Southern California, United States

    3 publications · 158 citations

    3

    h-index

  2. PV
    Phebe Vayanos

    University of Southern California, United States

    3 publications · 158 citations

    3

    h-index

  3. WZ
    Wenbin Zhang

    University of Maryland, Baltimore County, United States

    2 publications · 101 citations

    2

    h-index

  4. MJ
    Mohammad Javad Azizi

    University of Southern California, United States

    2 publications · 137 citations

    2

    h-index

  5. EN
    Eirini Ntoutsi

    Leibniz University Hannover, Germany

    2 publications · 101 citations

    2

    h-index

1–5 of 22

Institutions

9

  1. University of Southern California

    Los Angeles, United States

    3 h-index

    7 publications

    432 citations

  2. California Southern University

    Chandler, United States

    2 h-index

    6 publications

    411 citations

  3. University of Maryland, Baltimore County

    Baltimore, United States

    2 h-index

    2 publications

    101 citations

  4. Booz Allen Hamilton (United States)

    Tysons Corner, United States

    1 h-index

    3 publications

    171 citations

  5. University of Milano-Bicocca

    Milan, Italy

    1 h-index

    4 publications

    72 citations

  6. Ghent University

    Ghent, Belgium

    1 h-index

    3 publications

    66 citations

  7. Harvard University Press

    Cambridge, United States

    1 h-index

    3 publications

    66 citations

  8. Leibniz University of Applied Sciences

    Hanover, Germany

    1 h-index

    1 publications

    18 citations

1–8 of 9

Venues

  1. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 2 publications · 147 citations

    2

    h-index

  2. arXiv (Cornell University)

    Repository · 2 publications · 30 citations

    2

    h-index

  3. Information Processing & Management

    1 publications · 18 citations

    1

    h-index

  4. Ecological Informatics

    1 publications · 22 citations

    1

    h-index

1–4