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Statistical Learning Theory by Vladimir N. Vapnik

Statistical Learning Theory

by Vladimir N. Vapnik
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Book cover type: Hardcover
  • ISBN13: 9780471030034
  • Binding: Hardcover
  • Subject: N/A
  • Publisher: Wiley-Interscience
  • Publisher Imprint: Wiley-Interscience
  • Publication Date:
  • Pages: 768
  • Original Price: GBP 194.95
  • Language: English
  • Edition: N/A
  • Item Weight: 1157 grams
  • BISAC Subject(s): Probability & Statistics / General

A comprehensive look at learning and generalization theory. The statistical theory of learning and generalization concerns the problem of choosing desired functions on the basis of empirical data. Highly applicable to a variety of computer science and robotics fields, this book offers lucid coverage of the theory as a whole. Presenting a method for determining the necessary and sufficient conditions for consistency of learning process, the author covers function estimates from small data pools, applying these estimations to real-life problems, and much more.

Vladimir Naumovich Vapnik is one of the main developers of the Vapnik-Chervonenkis theory of statistical learning, and the co-inventor of the support vector machine method, and support vector clustering algorithm.

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