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The nature of statistical learning theory

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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.

Vydanie

Nákup knihy

The nature of statistical learning theory, Vladimir Naumovich Vapnik

Jazyk
Rok vydania
2000
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Platobné metódy

4,2
Veľmi dobrá
27 Hodnotenie

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Titul
The nature of statistical learning theory
Jazyk
nemecky
Vydavateľ
Springer
Rok vydania
2000
Väzba
pevná
Počet strán
314
ISBN10
0387987800
ISBN13
9780387987804
Série
Hodnotenie
4,2 z 5
Anotácia
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.