Articles liés à The Nature of Statistical Learning Theory

The Nature of Statistical Learning Theory - Couverture rigide

Livre 17 sur 20: Information Science and Statistics

Vapnik, Vladimir Naumovich

 
9780387987804: The Nature of Statistical Learning Theory

Synopsis

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.

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À propos de la quatrième de couverture

The aim of this book is to discuss the fundamental ideas which lie behind the statistical theory of learning and generalization. Written in readable and concise style and devoted to key learning problems, the book is intended for statisticians, mathematicians, physicists, and computer scientists.

Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.