Concepedia

Permutation Feature Importance

Permutation Feature Importance is a model-agnostic interpretability metric that quantifies the relevance of individual features by measuring the degradation in predictive performance when the values of each feature are randomly shuffled, thereby breaking its association with the outcome variable.

111

Publications

7.7K

Citations

562

Authors

257

Institutions

Publications per year

2017–2026

106

Parents

Publications

111

Permutation importance: a corrected feature importance measure

André Altmann, Laura Toloşi, Oliver Sander et al. · Bioinformatics · 2010 · 2.7K citations · Full text

, , +14

Making the Black Box More Transparent: Understanding the Physical Implications of Machine Learning

Amy McGovern, Ryan Lagerquist, David John Gagne et al. · Bulletin of the American Meteorological Society · 2019 · 549 citations · Full text

, , +11

An explainable deep learning-enabled intrusion detection framework in IoT networks

Marwa Keshk, Nickolaos Koroniotis, Nam Pham et al. · Information Sciences · 2023 · 214 citations · Full text

, , +17

A Permutation Importance-Based Feature Selection Method for Short-Term Electricity Load Forecasting Using Random Forest

Nantian Huang, Guobo Lu, Dianguo Xu · Energies · 2016 · 195 citations · Full text

, , +17

Permutation-based identification of important biomarkers for complex diseases via machine learning models

Xinlei Mi, Baiming Zou, Fei Zou et al. · Nature Communications · 2021 · 178 citations · Full text

, , +13

1–5 of 111

Authors

562

  1. BB
    Bernd Bischl

    Ludwig-Maximilians-Universität München, Germany

    8 publications · 325 citations

    8

    h-index

  2. GC
    Giuseppe Casalicchio

    Ludwig-Maximilians-Universität München, Germany

    6 publications · 231 citations

    6

    h-index

  3. GK
    Gunnar König

    Ludwig-Maximilians-Universität München, Germany

    5 publications · 222 citations

    5

    h-index

  4. CM
    Christoph Molnar

    Ludwig-Maximilians-Universität München, Germany

    5 publications · 222 citations

    5

    h-index

  5. AM
    Andrés M. Bur

    University of Kansas Medical Center, United States

    3 publications · 173 citations

    3

    h-index

1–5 of 562

Institutions

257

  1. Ludwig-Maximilians-Universität München

    Munich, Germany

    7 h-index

    18 publications

    1K citations

  2. Georgia Institute of Technology

    Atlanta, United States

    3 h-index

    15 publications

    309 citations

  3. University of Michigan

    Ann Arbor, United States

    3 h-index

    7 publications

    122 citations

  4. Harvard University

    Cambridge, United States

    3 h-index

    3 publications

    88 citations

  5. Washington University in St. Louis

    St Louis, United States

    3 h-index

    12 publications

    556 citations

  6. Chinese Academy of Medical Sciences & Peking Union Medical College

    Beijing, China

    2 h-index

    18 publications

    594 citations

  7. DHC Software (China)

    Beijing, China

    2 h-index

    6 publications

    198 citations

  8. Fudan University

    Shanghai, China

    2 h-index

    9 publications

    883 citations

1–8 of 257

Venues

  1. Scientific Reports

    5 publications · 163 citations

    5

    h-index

  2. arXiv (Cornell University)

    Repository · 5 publications · 90 citations

    5

    h-index

  3. PLoS ONE

    4 publications · 67 citations

    4

    h-index

  4. Data Mining and Knowledge Discovery

    3 publications · 196 citations

    3

    h-index

  5. Cancers

    3 publications · 108 citations

    3

    h-index

1–5