The Nature of Statistical Learning Theory (Second Edition)

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Computers - Computer Science
The Nature of Statistical Learning...

The Nature of Statistical Learning Theory (Second Edition)

Name: The Nature of Statistical Learning Theory (Second Edition)
ISBN: 9781441931603

Vladimir N. Vapnik

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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.

Kategori:

Computers - Computer Science

Tahun:

2000

Edisi:

2nd

Penerbit:

Springer

Bahasa:

english

Halaman:

314