Concepedia

Support Vector Machines

Support Vector Machines is a supervised learning algorithm that belongs to the class of linear classifiers and is distinguished by its use of maximizing the margin between classes through optimal hyperplane separation in high-dimensional space.

42.8K

Publications

2.8M

Citations

102.9K

Authors

10.9K

Institutions

Publications per year

2017–2026

21.2K

Variants

Support Vector MachineSvm

Parents

Children

Publications

42.8K

LIBSVM

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

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Histograms of Oriented Gradients for Human Detection

Navneet Dalal, Bill Triggs · 2005 · 31.9K citations · Full text

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Classification and Regression by randomForest

Andy Liaw, Matthew C. Wiener · 2007 · 18.4K citations

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A Tutorial on Support Vector Machines for Pattern Recognition

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

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Extreme learning machine: Theory and applications

Guang-Bin Huang, Qinyu Zhu, Chee‐Kheong Siew · Neurocomputing · 2006 · 13.2K citations

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1–5 of 42.8K

Authors

102.9K

  1. JA
    Johan A. K. Suykens

    KU Leuven, Belgium

    116 publications · 11.6K citations

    53

    h-index

  2. BS
    Bernhard Schölkopf

    Max Planck Institute for Intelligent Systems, Germany

    65 publications · 51.5K citations

    46

    h-index

  3. CL
    Chih‐Jen Lin

    National Taiwan University, Taiwan

    51 publications · 65K citations

    38

    h-index

  4. JA
    Jón Atli Benediktsson

    University of Iceland, Iceland

    52 publications · 9.7K citations

    35

    h-index

  5. SS
    Shahaboddin Shamshirband

    University of Malaya, Malaysia

    42 publications · 4.1K citations

    33

    h-index

1–5 of 102.9K

Institutions

10.9K

  1. Chinese Academy of Sciences

    Beijing, China

    93 h-index

    1.5K publications

    80.9K citations

  2. Nanyang Technological University

    Singapore, Singapore

    93 h-index

    721 publications

    124.7K citations

  3. National University of Singapore

    Singapore, Singapore

    73 h-index

    490 publications

    54.3K citations

  4. Tsinghua University

    Beijing, China

    73 h-index

    864 publications

    55.4K citations

  5. Centre National de la Recherche Scientifique

    Paris, France

    69 h-index

    805 publications

    49.4K citations

  6. National Taiwan University

    Taipei, Taiwan

    67 h-index

    467 publications

    171.1K citations

  7. Harbin Institute of Technology

    Harbin, China

    66 h-index

    874 publications

    44.1K citations

  8. Shanghai Jiao Tong University

    Shanghai, China

    65 h-index

    965 publications

    47.8K citations

1–8 of 10.9K

Venues

  1. Expert Systems with Applications

    469 publications · 50.3K citations

    115

    h-index

  2. IEEE Access

    746 publications · 46.5K citations

    101

    h-index

  3. Neurocomputing

    449 publications · 50.9K citations

    89

    h-index

  4. IEEE Transactions on Geoscience and Remote Sensing

    170 publications · 31.3K citations

    87

    h-index

  5. Sensors

    523 publications · 29.4K citations

    84

    h-index

1–5