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Author
Bernhard Schölkopf
also known as B Schölkopf, B. Scholkopf, B. Schölkopf
Karlsruhe Institute of Technology · Canadian Institute for Advanced Research · University of Southern California · Australian National University
About this author
Works
1,441
Cited by
144,662
h-index
140
i10
550
ORCID ↗
Top papers
A tutorial on support vector regression
Alex Smola, Bernhard Schölkopf
·
2004
·
Statistics and Computing
↗ 12,833
Learning with Kernels
Bernhard Schölkopf, Alexander J. Smola
·
2001
·
The MIT Press eBooks
↗ 9,516
Nonlinear Component Analysis as a Kernel Eigenvalue Problem
Bernhard Schölkopf, Alexander J. Smola, Klaus‐Robert Müller
·
1998
·
Neural Computation
↗ 8,048
Support vector machines
Marti A. Hearst, Susan Dumais, E. Osuna, et al.
·
1998
·
IEEE Intelligent Systems and their Applications
↗ 6,829
Estimating the Support of a High-Dimensional Distribution
Bernhard Schölkopf, John Platt, John Shawe‐Taylor, et al.
·
2001
·
Neural Computation
↗ 5,863
Advances in kernel methods: support vector learning
Bernhard Schölkopf, Christopher J. C. Burges, Alexander J. Smola
·
1999
↗ 5,821
Learning with Local and Global Consistency
Dengyong Zhou, Olivier Bousquet, Thomas Navin Lal, et al.
·
2003
·
MPG.PuRe (Max Planck Society)
↗ 3,746
OA
An introduction to kernel-based learning algorithms
K. Müller, S. Mika, Gunnar Rätsch, et al.
·
2001
·
IEEE Transactions on Neural Networks
↗ 3,488
New Support Vector Algorithms
Bernhard Schölkopf, Alex Smola, Robert C. Williamson, et al.
·
2000
·
Neural Computation
↗ 2,809
Fisher discriminant analysis with kernels
S. Mika, Gunnar Rätsch, Jason Weston, et al.
·
2003
↗ 2,669
A gene expression map of Arabidopsis thaliana development
Markus Schmid, Timothy S. Davison, Stefan R. Henz, et al.
·
2005
·
Nature Genetics
↗ 2,545
Learning with Kernels
Bernhard Schölkopf
·
2001
·
MPG.PuRe (Max Planck Society)
↗ 2,540
OA
Books
Semi-supervised learning
2006
·
MIT Press
Semi-supervised learning
2010
·
MIT Press
Kernel methods in computational biology
2004
·
The MIT Press
Learning with Kernels
2001
·
The MIT Press
Learning with Kernels - Support Vector Machines, Regularization, Optimization, and Beyond
2018
·
MIT Press
Advances in Neural Information Processing Systems 19
2007
·
MIT Press