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Learning with Kernels

EDITED BOOK published 2018

Authors: Bernhard Schölkopf | Alexander J. Smola

Kernels

BOOK CHAPTER published 2018 in Learning with Kernels

Regularization

BOOK CHAPTER published 2018 in Learning with Kernels

Designing Kernels

BOOK CHAPTER published 2018 in Learning with Kernels

Optimization

BOOK CHAPTER published 2018 in Learning with Kernels

Addenda

BOOK CHAPTER published 2018 in Learning with Kernels

Implementation

BOOK CHAPTER published 2018 in Learning with Kernels

Index

BOOK CHAPTER published 2018 in Learning with Kernels

References

BOOK CHAPTER published 2018 in Learning with Kernels

Learning Theory Revisited

BOOK CHAPTER published 2018 in Learning with Kernels

Review of "Learning Kernel Classifiers: Theory and Algorithms by Ralf Herbrich." MIT Press, Cambridge, Mass., 2002. ISBN 026208306X, 384 pages; and Review of "Learning with Kernels: Support Vector Machines, Regularization Optimization and Beyond by Bernhard Scholkopf and Alexander J. Smola." IT Press, Cambridge, Mass., 2002, ISBN 0262194759, 644 pages.

JOURNAL ARTICLE published September 2004 in ACM SIGACT News

Authors: Luc T. Wille

Mathematical Prerequisites

BOOK CHAPTER published 2018 in Learning with Kernels

Regression Estimation

BOOK CHAPTER published 2018 in Learning with Kernels

Incorporating Invariances

BOOK CHAPTER published 2018 in Learning with Kernels

Pattern Recognition

BOOK CHAPTER published 2018 in Learning with Kernels

A Tutorial Introduction

BOOK CHAPTER published 2018 in Learning with Kernels

Kernel Feature Extraction

BOOK CHAPTER published 2018 in Learning with Kernels

Notation and Symbols

BOOK CHAPTER published 2018 in Learning with Kernels

Kernel Fisher Discriminant

BOOK CHAPTER published 2018 in Learning with Kernels

Bayesian Kernel Methods

BOOK CHAPTER published 2018 in Learning with Kernels