Concepedia

Multiclass Support Vector Machines

Multiclass Support Vector Machines is a classification framework that extends the binary Support Vector Machine to handle multiple classes by constructing a series of hyperplanes in a high-dimensional space to maximize the margin between different classes in a simultaneous or hierarchical manner.

1.3K

Publications

147.6K

Citations

3.4K

Authors

1.1K

Institutions

Publications per year

2017–2026

409

Parents

Publications

1.3K

LIBSVM

Chih-Chung Chang, Chih‐Jen Lin · ACM Transactions on Intelligent Systems and Technology · 2011 · 41.3K citations

, , +12

A Tutorial on Support Vector Machines for Pattern Recognition

Christopher J. C. Burges · Data Mining and Knowledge Discovery · 1998 · 16.4K citations

, , +13

Extreme Learning Machine for Regression and Multiclass Classification

Guang-Bin Huang, Hongming Zhou, Xiaojian Ding et al. · IEEE Transactions on Systems Man and Cybernetics Part B (Cybernetics) · 2011 · 5.5K citations

, , +15

An Introduction to Support Vector Machines and Other Kernel‐based Learning Methods

Kybernetes · 2001 · 3.3K citations

, , +14

A TUTORIAL ON SUPPORT VECTOR MACHINES FOR PATTERN RECOGNITION, DATA MINING AND KNOWLEDGE DISCOVERY

Burger C.J.C. · 1998 · 3.3K citations

, , +12

1–5 of 1.3K

Authors

3.4K

  1. SM
    Sebastián Maldonado

    Universidad de Los Andes, Chile, Chile

    9 publications · 491 citations

    9

    h-index

  2. YX
    Yitian Xu

    China Agricultural University, China

    8 publications · 211 citations

    8

    h-index

  3. AC
    André C. P. L. F. de Carvalho

    Universidade de São Paulo, Brazil

    8 publications · 345 citations

    8

    h-index

  4. CL
    Chih‐Jen Lin

    National Taiwan University, Taiwan

    8 publications · 43.7K citations

    8

    h-index

  5. JL
    Julio López

    Universidad Diego Portales, Chile

    7 publications · 144 citations

    7

    h-index

1–5 of 3.4K

Institutions

1.1K

  1. Chinese Academy of Sciences

    Beijing, China

    20 h-index

    46 publications

    3.7K citations

  2. Zhejiang University

    Hangzhou, China

    17 h-index

    51 publications

    3.4K citations

  3. China Agricultural University

    Beijing, China

    17 h-index

    49 publications

    1.6K citations

  4. Shanghai Jiao Tong University

    Shanghai, China

    15 h-index

    49 publications

    1.8K citations

  5. Nanyang Technological University

    Singapore, Singapore

    13 h-index

    30 publications

    18.8K citations

  6. Indian Institute of Technology Indore

    Indore, India

    12 h-index

    26 publications

    3K citations

  7. Max Planck Institute for Biological Cybernetics

    Tübingen, Germany

    11 h-index

    14 publications

    1.3K citations

  8. National Taiwan University

    Taipei, Taiwan

    11 h-index

    20 publications

    86.9K citations

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Venues

  1. Expert Systems with Applications

    37 publications · 3.7K citations

    29

    h-index

  2. Neurocomputing

    30 publications · 4.2K citations

    23

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  3. Pattern Recognition

    24 publications · 2.3K citations

    20

    h-index

  4. Applied Soft Computing

    25 publications · 1.2K citations

    19

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  5. Knowledge-Based Systems

    15 publications · 677 citations

    14

    h-index

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