Concepedia

Ensemble Learning

Ensemble Learning is a machine learning paradigm that combines multiple base models within a statistical learning framework to improve predictive accuracy and robustness beyond what individual models can achieve.

18.9K

Publications

1.5M

Citations

53.8K

Authors

8.1K

Institutions

Publications per year

2017–2026

13.1K

Parents

Children

Publications

18.9K

Greedy function approximation: A gradient boosting machine.

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

, , +17

UCI Machine Learning Repository

Arthur Asuncion · Medical Entomology and Zoology · 2007 · 24.4K citations

, , +10

A Decision-Theoretic Generalization of On-Line Learning and an Application to Boosting

Yoav Freund, Robert E. Schapire · Journal of Computer and System Sciences · 1997 · 20.3K citations

, , +14

Classification and Regression by randomForest

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

, , +16

Distilling the Knowledge in a Neural Network

Geoffrey E. Hinton, Oriol Vinyals · arXiv (Cornell University) · 2015 · 14K citations · Full text

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1–5 of 18.9K

Authors

53.8K

  1. PN
    Ponnuthurai Nagaratnam Suganthan

    Nanyang Technological University, Singapore

    50 publications · 5.6K citations

    35

    h-index

  2. XY
    Xin Yao

    University of Birmingham, United Kingdom

    53 publications · 8K citations

    35

    h-index

  3. FH
    Francisco Herrera

    Universidad de Granada, Spain

    38 publications · 14.2K citations

    34

    h-index

  4. BT
    Binh Thai Pham

    University Of Transport Technology, Vietnam

    40 publications · 5.3K citations

    34

    h-index

  5. RS
    Robert Sabourin

    École de Technologie Supérieure, Canada

    60 publications · 3.8K citations

    32

    h-index

1–5 of 53.8K

Institutions

8.1K

  1. Nanyang Technological University

    Singapore, Singapore

    75 h-index

    411 publications

    88.7K citations

  2. Chinese Academy of Sciences

    Beijing, China

    71 h-index

    764 publications

    45.1K citations

  3. City University of Hong Kong

    Hong Kong, Hong Kong

    52 h-index

    203 publications

    20.5K citations

  4. King Abdulaziz University

    Jeddah, Saudi Arabia

    51 h-index

    198 publications

    11.1K citations

  5. Duy Tan University

    Da Nang, Vietnam

    50 h-index

    74 publications

    8.7K citations

  6. Tsinghua University

    Beijing, China

    50 h-index

    320 publications

    26.6K citations

  7. Centre National de la Recherche Scientifique

    Paris, France

    48 h-index

    307 publications

    64.8K citations

  8. South China University of Technology

    Guangzhou, China

    48 h-index

    370 publications

    26.6K citations

1–8 of 8.1K

Venues

  1. Expert Systems with Applications

    352 publications · 31.8K citations

    87

    h-index

  2. IEEE Access

    494 publications · 32.3K citations

    82

    h-index

  3. arXiv (Cornell University)

    Repository · 512 publications · 55.7K citations

    77

    h-index

  4. Neurocomputing

    328 publications · 33.1K citations

    76

    h-index

  5. Pattern Recognition

    208 publications · 21.5K citations

    73

    h-index

1–5