Concepedia

Voting Ensembles

Voting Ensembles is a machine learning technique that combines the predictions of multiple base models through majority or weighted voting to improve generalization and robustness over individual classifiers.

453

Publications

25.7K

Citations

1.3K

Authors

629

Institutions

Publications per year

2017–2026

242

Variants

Ensemble Voting

Parents

Publications

453

An overview of ensemble methods for binary classifiers in multi-class problems: Experimental study on one-vs-one and one-vs-all schemes

Mikel Galar, Alberto Fernández, Edurne Barrenechea et al. · Pattern Recognition · 2011 · 765 citations

, , +17

Ensemble of feature sets and classification algorithms for sentiment classification

Rui Xia, Chengqing Zong, Shoushan Li · Information Sciences · 2010 · 586 citations

, , +16

A practical tutorial on bagging and boosting based ensembles for machine learning: Algorithms, software tools, performance study, practical perspectives and opportunities

Sergio González, Salvador García, Javier Del Ser et al. · Information Fusion · 2020 · 578 citations

, , +17

From dynamic classifier selection to dynamic ensemble selection

Albert H.R. Ko, Robert Sabourin, Alceu Souza Britto · Pattern Recognition · 2007 · 434 citations

, , +14

Dynamic weighted majority: a new ensemble method for tracking concept drift

J. Zico Kolter, Marcus A. Maloof · 2004 · 420 citations

, , +16

1–5 of 453

Authors

1.3K

  1. FH
    Farhan Hassan Khan

    National University of Sciences and Technology, Pakistan

    6 publications · 345 citations

    6

    h-index

  2. LI
    Ludmila I. Kuncheva

    Bangor University, United Kingdom

    6 publications · 976 citations

    6

    h-index

  3. SB
    Saba Bashir

    National University of Sciences and Technology, Pakistan

    6 publications · 345 citations

    6

    h-index

  4. UQ
    Usman Qamar

    National University of Sciences and Technology, Pakistan

    5 publications · 292 citations

    5

    h-index

  5. LH
    Lawrence Hall

    University of South Florida, United States

    4 publications · 390 citations

    4

    h-index

1–5 of 1.3K

Institutions

629

  1. National University of Sciences and Technology

    Islamabad, Pakistan

    8 h-index

    30 publications

    1.3K citations

  2. Universidad de Granada

    Granada, Spain

    7 h-index

    19 publications

    4.1K citations

  3. Bangor University

    Bangor, United Kingdom

    6 h-index

    11 publications

    2.1K citations

  4. Wrocław University of Science and Technology

    Wroclaw, Poland

    5 h-index

    8 publications

    402 citations

  5. Nanyang Technological University

    Singapore, Singapore

    5 h-index

    10 publications

    1.6K citations

  6. University of South Florida

    Tampa, United States

    4 h-index

    9 publications

    596 citations

  7. Vellore Institute of Technology University

    Vellore, India

    4 h-index

    6 publications

    370 citations

  8. University of Córdoba

    Córdoba, Spain

    4 h-index

    9 publications

    395 citations

1–8 of 629

Venues

  1. Expert Systems with Applications

    21 publications · 1.9K citations

    20

    h-index

  2. Neurocomputing

    15 publications · 758 citations

    13

    h-index

  3. Pattern Recognition

    12 publications · 1.9K citations

    11

    h-index

  4. arXiv (Cornell University)

    Repository · 10 publications · 245 citations

    10

    h-index

  5. Information Fusion

    9 publications · 1.3K citations

    9

    h-index

1–5