Concepedia

Regression Trees

Regression Trees is a type of decision tree that belongs to the class of predictive models and specifically differs from classification trees by predicting continuous numerical outcomes rather than discrete class labels.

2K

Publications

263.2K

Citations

8.2K

Authors

2.6K

Institutions

Publications per year

2017–2026

952

Variants

Regression Tree

Parents

Publications

2K

Greedy function approximation: A gradient boosting machine.

Jerome H. Friedman · The Annals of Statistics · 2001 · 29K citations · Full text

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Classification and Regression Trees.

Alexander Gordon, Leo Breiman, Jerome H. Friedman et al. · Biometrics · 1984 · 23.9K citations

, , +13

Classification and Regression Trees.

John Van Ryzin, Leo Breiman, Jerome H. Friedman et al. · Journal of the American Statistical Association · 1986 · 21K citations

, , +13

Classification and Regression by randomForest

Andy Liaw, Matthew C. Wiener · 2007 · 18.4K citations

, , +16

Classification and regression trees

J. Praagman · European Journal of Operational Research · 1985 · 10.2K citations

, , +10

1–5 of 2K

Authors

8.2K

  1. SD
    Sašo Džeroski

    Jožef Stefan Institute, Slovenia

    13 publications · 983 citations

    12

    h-index

  2. WL
    Wei‐Yin Loh

    University of Wisconsin–Madison, United States

    11 publications · 3.9K citations

    11

    h-index

  3. FM
    Franco Maria Nardini

    Istituto di Scienza e Tecnologie dell'Informazione "Alessandro Faedo", Italy

    10 publications · 385 citations

    10

    h-index

  4. JE
    Jane Elith

    The University of Melbourne, Australia

    9 publications · 8.3K citations

    9

    h-index

  5. RM
    Rahul Mangharam

    University of Pennsylvania, United States

    8 publications · 261 citations

    8

    h-index

1–5 of 8.2K

Institutions

2.6K

  1. Chinese Academy of Sciences

    Beijing, China

    24 h-index

    89 publications

    6K citations

  2. University of Wisconsin–Madison

    Madison, United States

    20 h-index

    51 publications

    6.8K citations

  3. Centre National de la Recherche Scientifique

    Paris, France

    20 h-index

    71 publications

    2.9K citations

  4. The University of Melbourne

    Melbourne, Australia

    16 h-index

    35 publications

    9.8K citations

  5. Stanford University

    Stanford, United States

    16 h-index

    43 publications

    42.4K citations

  6. University of Maryland, College Park

    College Park, United States

    15 h-index

    22 publications

    1.4K citations

  7. University of Pennsylvania

    Philadelphia, United States

    14 h-index

    42 publications

    2.2K citations

  8. University of Toronto

    Toronto, Canada

    14 h-index

    30 publications

    9.5K citations

1–8 of 2.6K

Venues

  1. PLoS ONE

    37 publications · 2.6K citations

    27

    h-index

  2. Remote Sensing

    33 publications · 1.8K citations

    26

    h-index

  3. Scientific Reports

    30 publications · 1.4K citations

    24

    h-index

  4. Statistics in Medicine

    20 publications · 3.2K citations

    16

    h-index

  5. arXiv (Cornell University)

    Repository · 24 publications · 943 citations

    15

    h-index

1–5