Concepedia

Tree-based Variable Importance

Tree-Based Variable Importance is a systematic measure that quantifies the relative contribution of individual predictor variables to the predictive performance of a decision tree model based on the frequency and impact of their splits.

105

Publications

21.9K

Citations

334

Authors

180

Institutions

Publications per year

2017–2026

47

Variants

Tree-based Feature Importance

Parents

Publications

105

A random forest guided tour

Gérard Biau, Erwan Scornet · Test · 2016 · 3.9K citations · Full text

, , +12

Bias in random forest variable importance measures: Illustrations, sources and a solution

Carolin Strobl, Anne‐Laure Boulesteix, Achim Zeileis et al. · BMC Bioinformatics · 2007 · 3.6K citations · Full text

, , +16

Conditional variable importance for random forests

Carolin Strobl, Anne‐Laure Boulesteix, Thomas Kneib et al. · BMC Bioinformatics · 2008 · 3.2K citations · Full text

, , +10

Empirical characterization of random forest variable importance measures

Kellie J. Archer, Ryan Kimes · Computational Statistics & Data Analysis · 2007 · 1.1K citations

, , +10

Correlation and variable importance in random forests

Baptiste Gregorutti, Bertrand Michel, Philippe Pierre · Statistics and Computing · 2016 · 1.1K citations · Full text

, , +9

1–5 of 105

Authors

334

  1. CS
    Carolin Strobl

    University of Zurich, Switzerland

    4 publications · 7.2K citations

    4

    h-index

  2. XS
    Xiaogang Su

    The University of Texas at El Paso, United States

    4 publications · 562 citations

    4

    h-index

  3. BM
    Bertrand Michel

    Laboratoire de Statistique Théorique et Appliquée, France

    3 publications · 1.2K citations

    3

    h-index

  4. PG
    Pierre Geurts

    University of Liège, Belgium

    3 publications · 906 citations

    3

    h-index

  5. AZ
    Achim Zeileis

    Universität Innsbruck, Austria

    3 publications · 7K citations

    3

    h-index

1–5 of 334

Institutions

180

  1. Ludwig-Maximilians-Universität München

    Munich, Germany

    6 h-index

    12 publications

    14.2K citations

  2. University of Central Florida

    Orlando, United States

    5 h-index

    8 publications

    1.1K citations

  3. Centre National de la Recherche Scientifique

    Paris, France

    4 h-index

    8 publications

    9.7K citations

  4. Laboratoire de Statistique Théorique et Appliquée

    Paris, France

    4 h-index

    11 publications

    11.3K citations

  5. Stellenbosch University

    Stellenbosch, South Africa

    3 h-index

    6 publications

    380 citations

  6. University of Liège

    Liège, Belgium

    3 h-index

    11 publications

    3.6K citations

  7. Cleveland Clinic

    Cleveland, United States

    3 h-index

    4 publications

    780 citations

  8. Cornell University

    Ithaca, United States

    3 h-index

    5 publications

    155 citations

1–8 of 180

Venues

  1. arXiv (Cornell University)

    Repository · 4 publications · 129 citations

    4

    h-index

  2. BMC Bioinformatics

    4 publications · 7K citations

    4

    h-index

  3. Applied Sciences

    3 publications · 77 citations

    3

    h-index

  4. Computational Statistics & Data Analysis

    CSDA · 3 publications · 1.3K citations

    3

    h-index

  5. Electronic Journal of Statistics

    2 publications · 379 citations

    2

    h-index

1–5