Concepedia

Entropy-based Splitting

Entropy-Based Splitting is a decision tree partitioning method that belongs to the class of impurity-based splitting criteria, distinguished by its use of Shannon entropy to quantify node heterogeneity and guide recursive data segmentation.

16

Publications

587

Citations

44

Authors

26

Institutions

Publications per year

2017–2026

6

Parents

Publications

16

On entropy approximation for Gaussian mixture random vectors

Marco F. Huber, Tim Bailey, Hugh Durrant‐Whyte et al. · 2008 · 242 citations · Full text

, , +12

Entropy splitting for antiblocking corners and perfect graphs

Imre Csiszár, János Körner, László Lovász et al. · COMBINATORICA · 1990 · 95 citations

, , +8

Families of splitting criteria for classification trees

Yu‐Shan Shih · Statistics and Computing · 1999 · 92 citations

, , +6

Predicting student performance using decision tree classifiers and information gain

Pratiyush Guleria, Niveditta Thakur, Manu Sood · 2014 · 48 citations

, , +15

A parallel C4.5 decision tree algorithm based on MapReduce

Yashuang Mu, Xiaodong Liu, Zhihao Yang et al. · Concurrency and Computation Practice and Experience · 2017 · 29 citations

, , +16

1–5 of 16

Authors

44

  1. RD
    Rocco De Rosa

    University of Milan, Italy

    2 publications · 34 citations

    2

    h-index

  2. NC
    Nicolò Cesa‐Bianchi

    University of Milan, Italy

    2 publications · 34 citations

    2

    h-index

  3. MA
    Miguel Angel Medina‐Pérez

    Tecnológico de Monterrey, Mexico

    1 publications · 15 citations

    1

    h-index

  4. UD
    Uwe D. Hanebeck

    Karlsruhe Institute of Technology, Germany

    1 publications · 242 citations

    1

    h-index

  5. HC
    H. C. Yee

    Ames Research Center, United States

    1 publications · 19 citations

    1

    h-index

1–5 of 44

Institutions

26

  1. University of Milan

    Milan, Italy

    2 h-index

    4 publications

    68 citations

  2. Government of Himachal Pradesh

    Shimla, India

    1 h-index

    1 publications

    48 citations

  3. Instituto de Telecomunicações

    Lisbon, Portugal

    1 h-index

    1 publications

    19 citations

  4. Karlsruhe Institute of Technology

    Karlsruhe, Germany

    1 h-index

    2 publications

    484 citations

  5. Himachal Pradesh University

    Shimla, India

    1 h-index

    2 publications

    96 citations

  6. Dalian University of Technology

    Dalian, China

    1 h-index

    6 publications

    174 citations

  7. University of Beira Interior

    Covilha, Portugal

    1 h-index

    1 publications

    19 citations

  8. Ames Research Center

    Mountain View, United States

    1 h-index

    1 publications

    19 citations

1–8 of 26

Venues

  1. 1

    h-index

  2. Knowledge-Based Systems

    1 publications · 15 citations

    1

    h-index

  3. Econstor (Econstor)

    Repository · 1 publications · 10 citations

    1

    h-index

  4. COMBINATORICA

    1 publications · 95 citations

    1

    h-index

  5. Knowledge and Information Systems

    1 publications · 15 citations

    1

    h-index

1–5