[ FreeCourseWeb ] Statistical Learning Theory, 1st Edition

[ FreeCourseWeb.com ] Statistical Learning Theory, 1st Edition

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English | 768 pages | Wiley; 1 edition (January 1, 1998) | 0471030031 | DJVU | 5.55 Mb
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.

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