The Nature of Statistical Learning Theory (Hardcover, 2, 2000)

Informal Reasoning and Comments.- Consistency of Learning Processes.- Bounds on the Rate of Convergence of Learing Processes.- Controlling the Generalization Ability of Learning Processes.- Methods of Pattern Recognition.- Methods of Function Estimation.- Direct Methods in Statistical Learning Theory.- The Vicinal Risk Minimization Principle and the SVMs.