Concepedia

Decision Tree Pruning

Decision Tree Pruning is a model simplification technique that belongs to the class of regularization methods in machine learning, specifically distinguished by its removal of branches or subtrees from a decision tree to reduce overfitting by improving generalization performance on unseen categorical data.

333

Publications

25.1K

Citations

845

Authors

416

Institutions

Publications per year

2017–2026

85

Parents

Publications

333

Solving Multiclass Learning Problems via Error-Correcting Output Codes

Tom Dietterich, Ghulum Bakiri · Journal of Artificial Intelligence Research · 1995 · 2.7K citations · Full text

, , +14

An assessment of the effectiveness of decision tree methods for land cover classification

Mahesh Pal, Paul M. Mather · Remote Sensing of Environment · 2003 · 1.1K citations

, , +13

SPLIT SELECTION METHODS FOR CLASSIFICATION TREES

Wei‐Yin Loh, Yu‐Shan Shih · 1997 · 943 citations

, , +13

Top-Down Induction of Decision Trees Classifiers—A Survey

Lior Rokach, Oded Maimon · IEEE Transactions on Systems Man and Cybernetics Part C (Applications and Reviews) · 2005 · 785 citations

, , +15

A System for Induction of Oblique Decision Trees

1994 · 716 citations

, , +10

1–5 of 333

Authors

845

  1. DJ
    David Jensen

    University of Massachusetts Amherst, United States

    4 publications · 223 citations

    4

    h-index

  2. OT
    Olcay Taner Yıldız

    Işık University, Türkiye

    3 publications · 50 citations

    3

    h-index

  3. TO
    Tim Oates

    University of Maryland, Baltimore County, United States

    3 publications · 205 citations

    3

    h-index

  4. IA
    Isabelle Alvarez

    Laboratoire d'Ingénierie des Systèmes Complexes, France

    3 publications · 35 citations

    3

    h-index

  5. CS
    Clayton Scott

    University of Michigan, United States

    3 publications · 49 citations

    3

    h-index

1–5 of 845

Institutions

416

  1. University of Wisconsin–Madison

    Madison, United States

    5 h-index

    8 publications

    1.2K citations

  2. Stanford University

    Stanford, United States

    5 h-index

    10 publications

    1.4K citations

  3. AT&T (United States)

    Bedminster, United States

    5 h-index

    7 publications

    665 citations

  4. Purdue University West Lafayette

    West Lafayette, United States

    4 h-index

    7 publications

    401 citations

  5. University of California, Santa Cruz

    Santa Cruz, United States

    4 h-index

    4 publications

    244 citations

  6. Yale University

    New Haven, United States

    3 h-index

    3 publications

    415 citations

  7. Polish Academy of Sciences

    Warsaw, Poland

    3 h-index

    3 publications

    267 citations

  8. University College London

    London, United Kingdom

    3 h-index

    8 publications

    2.9K citations

1–8 of 416

Venues

  1. Expert Systems with Applications

    8 publications · 517 citations

    8

    h-index

  2. Information Sciences

    5 publications · 326 citations

    5

    h-index

  3. arXiv (Cornell University)

    Repository · 5 publications · 108 citations

    5

    h-index

  4. Journal of Artificial Intelligence Research

    JAIR · 4 publications · 3.4K citations

    4

    h-index

  5. Intelligent Data Analysis

    IDA · 4 publications · 181 citations

    4

    h-index

1–5