Support vector machines (SVMs) represent a breakthrough in the theory of learning systems. It is a new generation of learning algorithms based on recent advance

This is a comprehensive introduction to Support Vector Machines, a generation learning system based on advances in statistical learning theory.

A comprehensive introduction to Support Vector Machines and related kernel methods. In the 1990s, a new type of learning algorithm was developed, based on resul

Offering a fundamental basis in kernel-based learning theory, this book covers both statistical and algebraic principles. It provides over 30 major theorems for

This second edition focuses on audio, image and video data, the three main types of input that machines deal with when interacting with the real world. A set of