The Nature of Statistical Learning Theory

V. N. Vapnik

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Language: English

Published by Springer-Verlag Gmbh Dez 2000, 2000

0387987800 / 9780387987804

Series: Book 17 of 19 - Information Science and Statistics

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Seller: BuchWeltWeit Ludwig Meier e.K., Bergisch Gladbach, GermanyBuchWeltWeit Ludwig Meier e.K.

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Neuware -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. These include: \* the setting of learning problems based on the model of minimizing the risk functional from empirical data \* a comprehensive analysis of the empirical risk minimization principle including necessary and sufficient conditions for its consistency \* non-asymptotic bounds for the risk achieved using the empirical risk minimization principle \* principles for controlling the generalization ability of learning machines using small sample sizes based on these bounds \* the Support Vector methods that control the generalization ability when estimating function using small sample size. The second edition of the book contains three new chapters devoted to further development of the learning theory and SVM techniques. These include: \* the theory of direct method of learning based on solving multidimensional integral equations for density, conditional probability, and conditional density estimation \* a new inductive principle of learning. Written in a readable and concise style, the book is intended for statisticians, mathematicians, physicists, and computer scientists. Vladimir N. Vapnik is Technology Leader AT&T Labs-Research and Professor of London University. He is one of the founders of 314 pp. Englisch.

Seller Inventory # 9780387987804

Title
The Nature of Statistical Learning Theory
Author
V. N. Vapnik
Publisher
Springer-Verlag Gmbh Dez 2000
Publication year
2000
Condition
Neu
Binding
Buch
Language
English
ISBN 10
0387987800
ISBN 13
9780387987804
Edition
2nd Edition
Item weight
654 grams
Dimensions
243x166x30 mm
Series
Book 17 of 19: Information Science and Statistics

BuchWeltWeit Ludwig Meier e.K.

Bergisch Gladbach, Germany

5-star seller

AbeBooks seller since January 11, 2012

Shipping rates from Germany to U.S.A.

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BuchWeltWeit Ludwig Meier e.K.

Germany