Concepedia

Maximum Margin Classification

Maximum Margin Classification is a classification method that belongs to the family of linear discriminant models and is distinguished by its objective of maximizing the geometric margin between the separating hyperplane and the nearest data points of each class to enhance generalization performance.

377

Publications

41.5K

Citations

908

Authors

397

Institutions

Publications per year

2017–2026

76

Parents

Publications

377

A training algorithm for optimal margin classifiers

Bernhard E. Boser, Isabelle Guyon, Vladimir Vapnik · 1992 · 11.6K citations

, , +16

Boosting the margin: a new explanation for the effectiveness of voting methods

Peter L. Bartlett, Yoav Freund, Wee Sun Lee et al. · The Annals of Statistics · 1998 · 2.3K citations · Full text

, , +15

Large Margin DAG's for Multiclass Classification

John Platt, Nello Cristianini, John Shawe‐Taylor · Explore Bristol Research · 1999 · 1.6K citations

, , +17

Support Vector Machines for Multiple-Instance Learning

Stuart Andrews, Ioannis Tsochantaridis, Thomas Hofmann · 2002 · 1.4K citations

, , +16

Large margin classification using the perceptron algorithm

Yoav Freund, Robert E. Schapire · 1998 · 1.1K citations

, , +14

1–5 of 377

Authors

908

  1. JS
    John Shawe‐Taylor

    University College London, United Kingdom

    11 publications · 2.6K citations

    10

    h-index

  2. RE
    Robert E. Schapire

    AT&T (United States), United States

    9 publications · 5K citations

    9

    h-index

  3. PL
    Peter L. Bartlett

    University of California, Berkeley, United States

    6 publications · 3.1K citations

    6

    h-index

  4. YX
    Yitian Xu

    China Agricultural University, China

    5 publications · 222 citations

    5

    h-index

  5. LJ
    Licheng Jiao

    Xidian University, China

    4 publications · 117 citations

    4

    h-index

1–5 of 908

Institutions

397

  1. China Agricultural University

    Beijing, China

    11 h-index

    29 publications

    1K citations

  2. Chinese Academy of Sciences

    Beijing, China

    11 h-index

    22 publications

    1.1K citations

  3. Tsinghua University

    Beijing, China

    9 h-index

    16 publications

    668 citations

  4. Xidian University

    Xi'an, China

    8 h-index

    33 publications

    656 citations

  5. Nanjing University of Science and Technology

    Nanjing, China

    8 h-index

    18 publications

    815 citations

  6. Australian National University

    Canberra, Australia

    7 h-index

    18 publications

    10.5K citations

  7. University of Illinois Urbana-Champaign

    Urbana, United States

    6 h-index

    12 publications

    2.2K citations

  8. Royal Holloway University of London

    Egham, United Kingdom

    6 h-index

    6 publications

    2.5K citations

1–8 of 397

Venues

  1. Pattern Recognition

    22 publications · 688 citations

    16

    h-index

  2. Neurocomputing

    17 publications · 433 citations

    14

    h-index

  3. arXiv (Cornell University)

    Repository · 16 publications · 599 citations

    13

    h-index

  4. 12

    h-index

  5. IEEE Transactions on Neural Networks

    13 publications · 901 citations

    11

    h-index

1–5