Statistical Learning Theory

ISBN: 9780471030034

出版社: Wiley-Interscience

出版年: 1998-9-30

页数: 768

定价: USD 221.00

装帧: Hardcover

内容简介

A comprehensive look at learning and generalization theory. The statistical theory of learning and generalization concerns the problem of choosing desired functions on the basis of empirical data. Highly applicable to a variety of computer science and robotics fields, this book offers lucid coverage of the theory as a whole. Presenting a method for determining the necessary and sufficient conditions for consistency of learning process, the author covers function estimates from small data pools, applying these estimations to real-life problems, and much more.