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

A detailed overview of current research in kernel methods and their application to computational biology.

Publisher Description

This book constitutes the joint refereed proceedings of the 16th Annual Conference on Computational Learning Theory, COLT 2003, and the 7th Kernel Workshop, Ker

A graduate textbook that provides a unified treatment of machine learning methods and their applications in the environmental sciences.