Concepedia

Overfitting In Trees

Overfitting in Trees is a modeling phenomenon in machine learning where a decision tree learns training data patterns so intricately that it captures noise and irrelevant fluctuations, thereby compromising its generalization to unseen data.

51

Publications

9.5K

Citations

137

Authors

78

Institutions

Publications per year

2017–2026

21

Parents

Publications

51

The random subspace method for constructing decision forests

Tin Kam Ho · IEEE Transactions on Pattern Analysis and Machine Intelligence · 1998 · 6.8K citations

, , +17

Machine Learning Bias, Statistical Bias, and Statistical Variance of Decision Tree Algorithms

Thomas G. Dietterich, Eun Hui Bae · 2008 · 200 citations

, , +16

Globally optimal fuzzy decision trees for classification and regression

Alberto Suárez, James F. Lutsko · IEEE Transactions on Pattern Analysis and Machine Intelligence · 1999 · 193 citations

, , +14

Bias of the Random Forest Out-of-Bag (OOB) Error for Certain Input Parameters

Matthew Mitchell · Open Journal of Statistics · 2011 · 154 citations · Full text

, , +12

Trading Accuracy for Simplicity in Decision Trees

Marko Bohanec, Ivan Bratko · Machine Learning · 1994 · 141 citations · Full text

, , +13

1–5 of 51

Authors

137

  1. TK
    Tin Kam Ho

    Nokia (United States), United States

    2 publications · 6.9K citations

    2

    h-index

  2. MB
    Marko Bohanec

    Jožef Stefan Institute, Slovenia

    2 publications · 223 citations

    2

    h-index

  3. IB
    Ivan Bratko

    University of Ljubljana, Slovenia

    2 publications · 223 citations

    2

    h-index

  4. XZ
    Xiaolong Zhang

    Wuhan University of Science and Technology, China

    1 publications · 27 citations

    1

    h-index

  5. MC
    Marcin Czajkowski

    Bialystok University of Technology, Poland

    1 publications · 58 citations

    1

    h-index

1–5 of 137

Institutions

78

  1. Jožef Stefan Institute

    Ljubljana, Slovenia

    3 h-index

    5 publications

    436 citations

  2. University of Ljubljana

    Ljubljana, Slovenia

    2 h-index

    2 publications

    223 citations

  3. Nokia (United States)

    Coppell, United States

    2 h-index

    2 publications

    6.9K citations

  4. Télécom Paris

    Palaiseau, France

    1 h-index

    1 publications

    13 citations

  5. Policlinico Umberto I

    Rome, Italy

    1 h-index

    9 publications

    207 citations

  6. IMDEA Networks

    Leganés, Spain

    1 h-index

    1 publications

    69 citations

  7. University of Science and Technology of China

    Hefei, China

    1 h-index

    2 publications

    160 citations

  8. Dongseo University

    Busan, South Korea

    1 h-index

    1 publications

    10 citations

1–8 of 78

Venues

  1. Expert Systems with Applications

    3 publications · 142 citations

    3

    h-index

  2. Machine Learning

    2 publications · 223 citations

    2

    h-index

  3. 2

    h-index

  4. IEEE Transactions on Neural Networks

    2 publications · 156 citations

    2

    h-index

  5. Open Repository and Bibliography (University of Liège)

    Repository · 1 publications · 82 citations

    1

    h-index

1–5