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A Short Introduction to Learning with Kernels

Schoelkopf, Bernhard; Smola, Alexander


We briefly describe the main ideas of statistical learning theory, support vector machines, and kernel feature spaces. This includes a derivation of the support vector optimization problem for classification and regression, the ν-trick, various kernels a

CollectionsANU Research Publications
Date published: 2003
Type: Book chapter


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