Concepedia

Learning Kernels

Learning Kernels is a methodological framework in machine learning that, as a subfield of kernel methods, specifically involves the systematic selection or construction of kernel functions from data-driven principles rather than relying on predefined or fixed kernels.

476

Publications

46.9K

Citations

1.4K

Authors

567

Institutions

Publications per year

2017–2026

161

Parents

Publications

476

Learning With Kernels: Support Vector Machines, Regularization, Optimization, and Beyond

Christopher K. I. Williams · Journal of the American Statistical Association · 2003 · 4.3K citations

, , +12

Fisher discriminant analysis with kernels

Gunnar Rätsch, Jason Weston, Bernhard Schölkopf et al. · 2003 · 2.7K citations

, , +10

Single-Image Crowd Counting via Multi-Column Convolutional Neural Network

Yingying Zhang, Desen Zhou, Siqin Chen et al. · 2016 · 2.3K citations

, , +12

Machine Learning, Neural and Statistical Classification

Bill Fulkerson, D. Michie, D. J. Spiegelhalter et al. · Technometrics · 1995 · 2.2K citations

, , +15

Learning with Kernels: Support Vector Machines, Regularization, Optimization, and Beyond

IEEE Transactions on Neural Networks · 2005 · 1.8K citations

, , +12

1–5 of 476

Authors

1.4K

  1. BS
    Bernhard Schölkopf

    Max Planck Institute for Intelligent Systems, Germany

    10 publications · 3.9K citations

    10

    h-index

  2. MM
    Mehryar Mohri

    Google (United States), United States

    9 publications · 1.5K citations

    9

    h-index

  3. CC
    Corinna Cortes

    Google (United States), United States

    9 publications · 1.5K citations

    9

    h-index

  4. JW
    Jason Weston

    Meta (Israel), Israel

    7 publications · 3.4K citations

    7

    h-index

  5. AR
    Afshin Rostamizadeh

    Google (United States), United States

    6 publications · 1.3K citations

    6

    h-index

1–5 of 1.4K

Institutions

567

  1. Max Planck Society

    Munich, Germany

    13 h-index

    38 publications

    3.6K citations

  2. Max Planck Institute for Biological Cybernetics

    Tübingen, Germany

    11 h-index

    26 publications

    2.6K citations

  3. Google (United States)

    Mountain View, United States

    10 h-index

    19 publications

    3.3K citations

  4. Chinese Academy of Sciences

    Beijing, China

    8 h-index

    22 publications

    1.2K citations

  5. University College London

    London, United Kingdom

    8 h-index

    16 publications

    1K citations

  6. Wenzhou University

    Wenzhou, China

    8 h-index

    27 publications

    3.8K citations

  7. Harbin Institute of Technology

    Harbin, China

    8 h-index

    15 publications

    387 citations

  8. Nanyang Technological University

    Singapore, Singapore

    7 h-index

    16 publications

    1.5K citations

1–8 of 567

Venues

  1. arXiv (Cornell University)

    Repository · 22 publications · 2K citations

    16

    h-index

  2. Neurocomputing

    22 publications · 1.8K citations

    16

    h-index

  3. Expert Systems with Applications

    16 publications · 933 citations

    15

    h-index

  4. Pattern Recognition

    17 publications · 676 citations

    14

    h-index

  5. Pattern Recognition Letters

    11 publications · 362 citations

    10

    h-index

1–5