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…