Concepedia

Bernhard Schölkopf

BS

Statistics

Publications

463

Citations

111.7K

H-Index

122

Active since

1995

Affiliations

Max Planck Institute for Intelligent Systems(Current)

Max Planck Institute for Biological Cybernetics

Max Planck Society

University of Tübingen

ETH Zurich

Bernhard Schölkopf is an author at Max Planck Institute for Intelligent Systems specializing in machine learning, computer science, and computing.

Publications per year

1995–2025

463

Publications

463

A tutorial on support vector regression

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

Computing, Computer Science, Data Mining +11

Nonlinear Component Analysis as a Kernel Eigenvalue Problem

Bernhard Schölkopf, Alexander J. Smola, Klaus‐Robert Müller · Neural Computation · 1998 · 8.1K citations

Computing, Computer Science, Computer Vision +14

Support vector machines

Marti A. Hearst, Susan Dumais, E. Osuna et al. · IEEE Intelligent Systems and their Applications · 1998 · 6.9K citations

Computing, Computer Science, Machine Learning +14

Estimating the Support of a High-Dimensional Distribution

Bernhard Schölkopf, John Platt, John Shawe‐Taylor et al. · Neural Computation · 2001 · 5.9K citations

Computing, Computer Science, Mathematics +12

Advances in kernel methods: support vector learning

Bernhard Schölkopf, Christopher J. C. Burges, Alexander J. Smola · 1999 · 5.8K citations

Computing, Computer Science, Data Mining +16

1–5 of 463