The Nature of Statistical Learning Theory
ISBN: 9780387987804
出版社: Springer
出版年: 1999-11-19
页数: 333
定价: USD 104.00
装帧: Hardcover
内容简介
The aim of this book is to discuss the fundamental ideas which lie behind the statistical theory of learning and generalization. It considers learning as a general problem of function estimation based on empirical data. Omitting proofs and technical details, the author concentrates on discussing the main results of learning theory and their connections to fundamental problems in statistics. This second edition contains three new chapters devoted to further development of the learning theory and SVM techniques. Written in a readable and concise style, the book is intended for statisticians, mathematicians, physicists, and computer scientists.