About
Discord Stateoftheart AI
GitHub

Publications

1131

Cited by

159554

Bernhard Schölkopf

machine learningcausal inferenceartificial intelligencecomputational photographystatistics

Director, Max Planck Institute for Intelligent Systems; Professor at ETH Zürich, and Distinguished

Papers and Citations

1 - 50
Support vector machines
1998
Edgar Osuna
Marti A. Hearst
Bernhard Schölkopf
+5
Cited by 20878
Learning with kernels: support vector machines, regularization, optimization, and beyond
2002
Alex Smola
Bernhard Schölkopf
Cited by 19635
Normalized cuts and image segmentation
2006
Bernhard Schölkopf
M Wu
Cited by 16377
A tutorial on support vector regression
2004
Alex Smola
Bernhard Schölkopf
Cited by 10539
Nonlinear component analysis as a kernel eigenvalue problem
1998
Bernhard Schölkopf
Klaus-Robert Müller
Alex Smola
Cited by 9067
Semi-supervised learning
2006
Olivier Chapelle
Bernhard Schölkopf
A Zien
Cited by 5298
An introduction to kernel-based learning algorithms
2001
K-R Muller
Bernhard Schölkopf
Gunnar Rätsch
+5
Cited by 4517
Learning with local and global consistency
2004
Olivier Bousquet
Denny Zhou
Jason Weston
+2
Cited by 4048
New support vector algorithms
2000
Alex Smola
Robert C. Williamson
Bernhard Schölkopf
+1
Cited by 3185
Advances in kernel methods: support vector learning
1999
Bernhard Schölkopf
A Burges
C.J.C.: Smola
Cited by 3150
A gene expression map of Arabidopsis thaliana development
2005
Bernhard Schölkopf
Utz Pape
Markus Schmid
+6
Cited by 2436
Kernel principal component analysis
1997
Alex Smola
Bernhard Schölkopf
Klaus-Robert Müller
Cited by 2385
A kernel two-sample test
2012
Alex Smola
Bernhard Schölkopf
Karsten Borgwardt
+2
Cited by 2334
Kernel methods in machine learning
2008
Alex Smola
Thomas Hofmann
Bernhard Schölkopf
Cited by 1807
Support vector machine learning for interdependent and structured output spaces
2007
Ben Taskar
Alex Smola
Bernhard Schölkopf
+3
Cited by 1720
Large scale multiple kernel learning
2006
Bernhard Schölkopf
Christin Sch�fer
Soeren Sonnenburg
+1
Cited by 1599
Multi-task feature learning
2007
John C. Platt
Bernhard Schölkopf
T Hofmann
Cited by 1529
Input space versus feature space in kernel-based methods
1999
Bernhard Schölkopf
Klaus-Robert Müller
Sebastian Mika
+4
Cited by 1510
A generalized representer theorem
2001
Bernhard Schölkopf
Alex Smola
Ralf Herbrich
Cited by 1508
Comparing support vector machines with Gaussian kernels to radial basis function classifiers
1997
Federico Girosi
Bernhard Schölkopf
TOMASO POGGIO
+4
Cited by 1500
Support vector method for novelty detection
2000
Robert C. Williamson
John Shawe-Taylor
Bernhard Schölkopf
+2
Cited by 1439
Correcting sample selection bias by unlabeled data
2007
Bernhard Schölkopf
Karsten Borgwardt
Alex Smola
+2
Cited by 1331
A kernel method for the two-sample-problem
2007
Bernhard Schölkopf
arthur gretton
Alex Smola
+2
Cited by 1226
Predicting time series with support vector machines
1997
Alex Smola
Klaus-Robert Müller
Gunnar Rätsch
+3
Cited by 1194
Kernel PCA and de-noising in feature spaces
1999
Gunnar Rätsch
Sebastian Mika
Bernhard Schölkopf
+3
Cited by 1188
Advances in Neural Information Processing Systems 16: Proceedings of the 2003 Conference
2004
Bernhard Schölkopf
Sebastian Thrun
LK Saul
Cited by 1153
Measuring statistical dependence with Hilbert-Schmidt norms
2005
Olivier Bousquet
arthur gretton
Alex Smola
+1
Cited by 1072
Use of the zero-norm with linear models and kernel methods
2003
Bernhard Schölkopf
Andre Elisseeff
Jason Weston
+1
Cited by 900
Kernel methods in computational biology
2004
Jean-Philippe Vert
Koji Tsuda
Bernhard Schölkopf
Cited by 856
Learning with kernels
1998
Bernhard Schölkopf
Alex Smola
Cited by 839
Extracting support data for a given task
1995
Bernhard Schölkopf
V Vapnik
C Burges
Cited by 823
Ranking on data manifolds
2004
Denny Zhou
Olivier Bousquet
Bernhard Schölkopf
+2
Cited by 813
Dataset Shift in Machine Learning
2009
Karsten Borgwardt
arthur gretton
Bernhard Schölkopf
+3
Cited by 812
The connection between regularization operators and support vector kernels
1998
Bernhard Schölkopf
Klaus-Robert Müller
Alex Smola
Cited by 795
Common sequence polymorphisms shaping genetic diversity in Arabidopsis thaliana
2007
Georg Zeller
Gunnar Rätsch
Christopher Toomajian
+15
Cited by 786
Sparse greedy matrix approximation for machine learning
2000
Alex Smola
Bernhard Schölkopf
Cited by 782
Training invariant support vector machines
2002
Dennis DeCoste
Bernhard Schölkopf
Cited by 730
Computational Learning Theory
2001
Bernhard Schölkopf
AJ Smola
AGR Theorem
+1
Cited by 727
Integrating structured biological data by kernel maximum mean discrepancy
2006
Alex Smola
Malte J Rasch
arthur gretton
+3
Cited by 723
A Hilbert space embedding for distributions
2007
Bernhard Schölkopf
Alex Smola
Le Song
+1
Cited by 717
TrueSkill™: a Bayesian skill rating system
2007
Bernhard Schölkopf
John C. Platt
T Hofmann
Cited by 686
Improving the accuracy and speed of support vector machines
1997
Bernhard Schölkopf
C Burges
Cited by 635
A kernel view of the dimensionality reduction of manifolds
2004
Bernhard Schölkopf
Sebastian Mika
Daniel D. Lee
+1
Cited by 614
Support vector machines and kernels for computational biology
2008
Bernhard Schölkopf
Gunnar Rätsch
Soeren Sonnenburg
+2
Cited by 606
Cluster kernels for semi-supervised learning
2003
Olivier Chapelle
Bernhard Schölkopf
Jason Weston
Cited by 604
Enhancenet: Single image super-resolution through automated texture synthesis
2017
Mehdi SM Sajjadi
Bernhard Schölkopf
Michael Hirsch
+2
Cited by 594
Wasserstein auto-encoders
2017
Bernhard Schölkopf
Sylvain Gelly
Olivier Bousquet
+2
Cited by 574
Uncovering the temporal dynamics of diffusion networks
2011
Bernhard Schölkopf
David Balduzzi
M Gomez-Rodriguez
Cited by 556
Nonlinear causal discovery with additive noise models
2009
Dominik Janzing
Patrik Hoyer
Bernhard Schölkopf
+2
Cited by 543
A kernel statistical test of independence
2008
Choon Hui Teo
Kenji Fukumizu
Le Song
+3
Cited by 528