Concepedia

Multiple Classifier Systems

Multiple Classifier Systems is a computational framework in ensemble learning that integrates the predictions of multiple distinct classifiers through a strategic combination mechanism to improve overall classification accuracy and robustness beyond what any individual classifier can achieve.

1.3K

Publications

111.6K

Citations

3.5K

Authors

1.3K

Institutions

Publications per year

2017–2026

392

Parents

Publications

1.3K

Statistical Comparisons of Classifiers over Multiple Data Sets

Janez Demšar · 2006 · 11.2K citations

, , +17

Experiments with a new boosting algorithm

Yoav Freund, Robert E. Schapire · 1996 · 7.6K citations

, , +14

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

Ensemble based systems in decision making

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

, , +17

An Overview of the Tesseract OCR Engine

Ray Smith · Proceedings of the International Conference on Document Analysis and Recognition · 2007 · 2.2K citations

, , +15

1–5 of 1.3K

Authors

3.5K

  1. JK
    Josef Kittler

    University of Surrey, United Kingdom

    18 publications · 6.8K citations

    16

    h-index

  2. FR
    Fabio Roli

    University of Cagliari, Italy

    16 publications · 1.7K citations

    15

    h-index

  3. LI
    Ludmila I. Kuncheva

    Bangor University, United Kingdom

    12 publications · 3.2K citations

    12

    h-index

  4. RS
    Robert Sabourin

    École de Technologie Supérieure, Canada

    13 publications · 671 citations

    11

    h-index

  5. GG
    Giorgio Giacinto

    University of Cagliari, Italy

    10 publications · 1.2K citations

    10

    h-index

1–5 of 3.5K

Institutions

1.3K

  1. University of Surrey

    Guildford, United Kingdom

    21 h-index

    45 publications

    13.9K citations

  2. University of Cagliari

    Cagliari, Italy

    17 h-index

    45 publications

    4.7K citations

  3. Chinese Academy of Sciences

    Beijing, China

    16 h-index

    45 publications

    1.5K citations

  4. Wrocław University of Science and Technology

    Wroclaw, Poland

    13 h-index

    29 publications

    1.8K citations

  5. École de Technologie Supérieure

    Montreal, Canada

    12 h-index

    33 publications

    1.6K citations

  6. Concordia University

    Montreal, Canada

    12 h-index

    28 publications

    9.1K citations

  7. University of Kent

    Canterbury, United Kingdom

    11 h-index

    23 publications

    505 citations

  8. Carnegie Mellon University

    Pittsburgh, United States

    11 h-index

    23 publications

    901 citations

1–8 of 1.3K

Venues

  1. Pattern Recognition

    27 publications · 2.9K citations

    22

    h-index

  2. Pattern Recognition Letters

    25 publications · 2K citations

    20

    h-index

  3. Applied Soft Computing

    19 publications · 1.1K citations

    16

    h-index

  4. Information Fusion

    16 publications · 2.4K citations

    15

    h-index

  5. IEEE Transactions on Pattern Analysis and Machine Intelligence

    TPAMI · 15 publications · 10.9K citations

    14

    h-index

1–5