Concepedia

Cost-complexity Pruning

Cost-Complexity Pruning is a model simplification technique in decision tree learning that belongs to the class of post-pruning methods, distinguished by its use of a complexity parameter to balance the trade-off between tree size and classification accuracy through nested subtree selection.

13

Publications

387

Citations

37

Authors

20

Institutions

Publications per year

2017–2026

4

Parents

Publications

13

Cost Complexity-Based Pruning of Ensemble Classifiers

Andreas L. Prodromidis, Salvatore J. Stolfo · Knowledge and Information Systems · 2001 · 72 citations

, , +14

Personalized Risk Prediction in Clinical Oncology Research: Applications and Practical Issues Using Survival Trees and Random Forests

Chen Hu, Jon A. Steingrimsson · Journal of Biopharmaceutical Statistics · 2017 · 59 citations · Full text

, , +17

Pruning Decision Tree Using Genetic Algorithms

Jie Chen, Xizhao Wang, Junhai Zhai · 2009 · 37 citations

, , +16

A Dynamic Programming Based Pruning Method for Decision Trees

Xiao‐Bai Li, James R. Sweigart, James T. C. Teng et al. · INFORMS journal on computing · 2001 · 37 citations

, , +16

Power Quality Disturbances Feature Selection and Recognition Using Optimal Multi-Resolution Fast S-Transform and CART Algorithm

Nantian Huang, Hua Peng, Guowei Cai et al. · Energies · 2016 · 33 citations · Full text

, , +17

1–5 of 13

Authors

37

  1. HP
    Hua Peng

    Sun Yat-sen University, China

    1 publications · 33 citations

    1

    h-index

  2. JA
    Jon A. Steingrimsson

    Brown University, United States

    1 publications · 59 citations

    1

    h-index

  3. KT
    Kwok‐Leung Tsui

    City University of Hong Kong, Hong Kong SAR China

    1 publications · 21 citations

    1

    h-index

  4. HB
    Heitor Blesa Farias

    Universidade Federal de Minas Gerais, Brazil

    1 publications · 14 citations

    1

    h-index

  5. MA
    Massimo Aria

    University of Naples Federico II, Italy

    1 publications · 17 citations

    1

    h-index

1–5 of 37

Institutions

20

  1. University of Kashmir

    Srinagar, India

    1 h-index

    3 publications

    75 citations

  2. University of Toronto

    Toronto, Canada

    1 h-index

    1 publications

    22 citations

  3. Hebei University

    Baoding, China

    1 h-index

    3 publications

    111 citations

  4. Johns Hopkins University

    Baltimore, United States

    1 h-index

    1 publications

    59 citations

  5. Columbia University

    New York, United States

    1 h-index

    2 publications

    144 citations

  6. Vytautas Magnus University

    Kaunas, Lithuania

    1 h-index

    2 publications

    30 citations

  7. University of South Carolina

    Columbia, United States

    1 h-index

    4 publications

    148 citations

  8. Fred Hutch Cancer Center

    Seattle, United States

    1 h-index

    1 publications

    22 citations

1–8 of 20

Venues

  1. INFORMS journal on computing

    2 publications · 58 citations

    2

    h-index

  2. Energies

    1 publications · 33 citations

    1

    h-index

  3. Review of Computer Engineering Research

    RCER · 1 publications · 25 citations

    1

    h-index

  4. Knowledge and Information Systems

    1 publications · 72 citations

    1

    h-index

  5. Journal of Computational and Graphical Statistics

    JCGS · 1 publications · 22 citations

    1

    h-index

1–5