Statistical Learning Theory by Vladimir Vapnik

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Statistical Learning Theory by Vladimir Vapnik

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Teil der Adaptive And Cognitive Dynamic Systems: Signal Processing Learning Communications And Control-Serie

Zusammenfassung

This book is devoted to the statistical theory of learning and generalization, that is, the problem of choosing the desired function on the basis of empirical data. The author will present the whole picture of learning and generalization theory. Learning theory has applications in many fields, such as psychology, education and computer science.

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Statistical Learning Theory by Vladimir Vapnik

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.

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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.

SKU Nicht verfügbar
ISBN 13 9780471030034
ISBN 10 0471030031
Titel Statistical Learning Theory
Autor Vladimir Vapnik
Serie Adaptive And Cognitive Dynamic Systems: Signal Processing Learning Communications And Control
Buchzustand Nicht verfügbar
Bindungsart Hardback
Verlag Wiley-Interscience
Erscheinungsjahr 1998-10-12
Seitenanzahl 768
Hinweis auf dem Einband Die Abbildung des Buches dient nur Illustrationszwecken, die tatsächliche Bindung, das Cover und die Auflage können sich davon unterscheiden.