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The Nature of Statistical Learning Theory

by Vladimir N. Vapnik

  • ISBN: 9780387987804
  • ISBN10: 0387987800

The Nature of Statistical Learning Theory

by Vladimir N. Vapnik

  • Binding: Hardcover
  • Edition: 2
  • Publisher: Springer Verlag
  • Publish date: 12/01/1999
  • ISBN: 9780387987804
  • ISBN10: 0387987800
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Description: The aim of this book is to discuss the fundamental ideas which lie behind the statistical theory of learning generalization. It considers learning as a general problem of function estimation based on empirical data. Omitting proofs and technical details, the author centrates on discussing the main results of theory and their connections to fundamental problem 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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