Concepedia

Ensemble Methods

Ensemble Methods is a predictive modeling technique that combines the predictions of multiple base models to improve overall accuracy and robustness by reducing variance, bias, or enhancing generalization beyond the capabilities of individual models.

27.1K

Publications

2M

Citations

74.7K

Authors

9.9K

Institutions

Publications per year

2017–2026

17.6K

Parents

Children

Publications

27.1K

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

, , +15

On a Method to Measure Supervised Multiclass Model’s Interpretability: Application to Degradation Diagnosis (Short Paper)

Dagstuhl Research Online Publication Server · 2024 · 13.3K citations · Full text

, , +17

<tt>emcee</tt>: The MCMC Hammer

Publications of the Astronomical Society of the Pacific · 2013 · 11.9K citations · Full text

, , +14

Statistical Comparisons of Classifiers over Multiple Data Sets

Janez Demšar · 2006 · 11.2K citations

, , +17

1–5 of 27.1K

Authors

74.7K

  1. BT
    Binh Thai Pham

    University Of Transport Technology, Vietnam

    73 publications · 10.7K citations

    54

    h-index

  2. DT
    Dieu Tien Bui

    Duy Tan University, Vietnam

    46 publications · 8.2K citations

    42

    h-index

  3. PN
    Ponnuthurai Nagaratnam Suganthan

    Nanyang Technological University, Singapore

    51 publications · 6.4K citations

    36

    h-index

  4. TM
    Taghi M. Khoshgoftaar

    Florida Atlantic University, United States

    67 publications · 8.4K citations

    35

    h-index

  5. XY
    Xin Yao

    University of Birmingham, United Kingdom

    55 publications · 7.9K citations

    35

    h-index

1–5 of 74.7K

Institutions

9.9K

  1. Chinese Academy of Sciences

    Beijing, China

    81 h-index

    1.1K publications

    64.8K citations

  2. Nanyang Technological University

    Singapore, Singapore

    74 h-index

    397 publications

    43.2K citations

  3. NSF National Center for Atmospheric Research

    Boulder, United States

    73 h-index

    377 publications

    44.1K citations

  4. Centre National de la Recherche Scientifique

    Paris, France

    72 h-index

    670 publications

    97.3K citations

  5. Duy Tan University

    Da Nang, Vietnam

    68 h-index

    115 publications

    13.8K citations

  6. European Centre for Medium-Range Weather Forecasts

    Reading, United Kingdom

    63 h-index

    331 publications

    42.4K citations

  7. ETH Zurich

    Zurich, Switzerland

    63 h-index

    266 publications

    40.8K citations

  8. University of Technology Sydney

    Sydney, Australia

    60 h-index

    270 publications

    18.6K citations

1–8 of 9.9K

Venues

  1. Expert Systems with Applications

    437 publications · 38K citations

    98

    h-index

  2. Monthly Weather Review

    365 publications · 46.7K citations

    97

    h-index

  3. IEEE Access

    637 publications · 38.6K citations

    91

    h-index

  4. Pattern Recognition

    242 publications · 25.8K citations

    80

    h-index

  5. arXiv (Cornell University)

    Repository · 578 publications · 55.2K citations

    78

    h-index

1–5