2 papers
cond-mat.dis-nn2002
Learning curves for Soft Margin Classifiers
Sebastian Risau-Gusman, Mirta B. Gordon
Typical learning curves for Soft Margin Classifiers (SMCs) learning both realizable and unrealizable tasks are determined using the tools of Statistical Mechanics. We derive the an…
cond-mat.dis-nn1998
Learning properties of Support Vector Machines
A. Buhot, Mirta B. Gordon
We study the typical learning properties of the recently proposed Support Vectors Machines. The generalization error on linearly separable tasks, the capacity, the typical number o…