Concepedia

Mixture Of Classifiers

Mixture of Classifiers is a classifier ensemble method that combines multiple base classifiers through weighted aggregation of their outputs, where the weights are typically learned from data to optimize classification performance.

517

Publications

54.4K

Citations

1.4K

Authors

600

Institutions

Publications per year

2017–2026

142

Parents

Publications

517

Statistical Comparisons of Classifiers over Multiple Data Sets

Janez Demšar · 2006 · 11.2K citations

, , +17

On combining classifiers

Josef Kittler, M. Hatef, Robert P. W. Duin et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 1998 · 5.3K citations

, , +13

Combining Pattern Classifiers: Methods and Algorithms

Subhash Bagui · Technometrics · 2005 · 3.2K citations

, , +9

Ensemble based systems in decision making

Robi Polikar · IEEE Circuits and Systems Magazine · 2006 · 2.9K citations

, , +17

Methods of combining multiple classifiers and their applications to handwriting recognition

Longchang Xu, Adam Krzyżak, Ching Y. Suen · IEEE Transactions on Systems Man and Cybernetics · 1992 · 2.2K citations

, , +16

1–5 of 517

Authors

1.4K

  1. CY
    Ching Y. Suen

    Concordia University, Canada

    8 publications · 3.2K citations

    8

    h-index

  2. JG
    Joydeep Ghosh

    The University of Texas at Austin, United States

    5 publications · 724 citations

    5

    h-index

  3. RS
    Robert Sabourin

    École de Technologie Supérieure, Canada

    5 publications · 122 citations

    5

    h-index

  4. KW
    Kevin W. Bowyer

    University of Notre Dame, United States

    4 publications · 1.1K citations

    4

    h-index

  5. BK
    Bartosz Krawczyk

    Wrocław University of Science and Technology, Poland

    4 publications · 103 citations

    4

    h-index

1–5 of 1.4K

Institutions

600

  1. Concordia University

    Montreal, Canada

    9 h-index

    21 publications

    8.8K citations

  2. University of Surrey

    Guildford, United Kingdom

    6 h-index

    12 publications

    11.1K citations

  3. National University of Singapore

    Singapore, Singapore

    6 h-index

    9 publications

    786 citations

  4. Pontifícia Universidade Católica do Paraná

    Curitiba, Brazil

    6 h-index

    11 publications

    305 citations

  5. Carnegie Mellon University

    Pittsburgh, United States

    6 h-index

    15 publications

    433 citations

  6. Chinese Academy of Sciences

    Beijing, China

    6 h-index

    11 publications

    285 citations

  7. University of South Florida

    Tampa, United States

    5 h-index

    11 publications

    2.3K citations

  8. Nanjing University

    Nanjing, China

    5 h-index

    12 publications

    466 citations

1–8 of 600

Venues

  1. Neurocomputing

    11 publications · 430 citations

    11

    h-index

  2. arXiv (Cornell University)

    Repository · 10 publications · 216 citations

    10

    h-index

  3. Pattern Recognition

    10 publications · 956 citations

    10

    h-index

  4. Expert Systems with Applications

    8 publications · 584 citations

    8

    h-index

  5. 8

    h-index

1–5