Concepedia

Kernel Methods

Kernel Methods is a class of algorithms in machine learning and statistical learning that employ positive definite kernels to implicitly map input data into higher-dimensional feature spaces, enabling the use of linear methods for nonlinear pattern analysis by leveraging the kernel trick.

22.8K

Publications

1.7M

Citations

46.5K

Authors

6.7K

Institutions

Publications per year

2017–2026

7.7K

Variants

Kernel-based AlgorithmsKernel-based Learning

Parents

Children

Publications

22.8K

LIBSVM

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

, , +12

An introduction to ROC analysis

Tom Fawcett · Pattern Recognition Letters · 2005 · 21.3K citations

, , +5

A Tutorial on Support Vector Machines for Pattern Recognition

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

, , +13

A tutorial on support vector regression

Alex Smola, Bernhard Schölkopf · Statistics and Computing · 2004 · 13K citations

, , +11

Mean shift: a robust approach toward feature space analysis

Dorin Comaniciu, Peter Meer · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2002 · 11.4K citations

, , +15

1–5 of 22.8K

Authors

46.5K

  1. BS
    Bernhard Schölkopf

    Max Planck Institute for Intelligent Systems, Germany

    99 publications · 68.5K citations

    60

    h-index

  2. JA
    Johan A. K. Suykens

    KU Leuven, Belgium

    123 publications · 8.4K citations

    47

    h-index

  3. JC
    José C. Prı́ncipe

    University of Florida, United States

    85 publications · 8.5K citations

    38

    h-index

  4. AG
    Arthur Gretton

    University College London, United Kingdom

    62 publications · 9.9K citations

    34

    h-index

  5. AS
    Alex Smola

    Carnegie Mellon University, United States

    38 publications · 32.5K citations

    33

    h-index

1–5 of 46.5K

Institutions

6.7K

  1. Chinese Academy of Sciences

    Beijing, China

    78 h-index

    825 publications

    48.8K citations

  2. Centre National de la Recherche Scientifique

    Paris, France

    70 h-index

    744 publications

    47.7K citations

  3. University of California, Berkeley

    Berkeley, United States

    69 h-index

    330 publications

    51.8K citations

  4. Nanyang Technological University

    Singapore, Singapore

    69 h-index

    384 publications

    37.7K citations

  5. Max Planck Institute for Biological Cybernetics

    Tübingen, Germany

    68 h-index

    242 publications

    84K citations

  6. Max Planck Society

    Munich, Germany

    62 h-index

    256 publications

    65.3K citations

  7. Harbin Institute of Technology

    Harbin, China

    61 h-index

    503 publications

    25.1K citations

  8. Carnegie Mellon University

    Pittsburgh, United States

    60 h-index

    386 publications

    29.6K citations

1–8 of 6.7K

Venues

  1. The Annals of Statistics

    228 publications · 34.8K citations

    99

    h-index

  2. IEEE Transactions on Pattern Analysis and Machine Intelligence

    TPAMI · 194 publications · 65.8K citations

    97

    h-index

  3. arXiv (Cornell University)

    Repository · 638 publications · 37.1K citations

    81

    h-index

  4. Pattern Recognition

    274 publications · 29K citations

    80

    h-index

  5. Expert Systems with Applications

    261 publications · 22K citations

    79

    h-index

1–5