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By Vladimir Vapnik

the purpose of this ebook is to debate the basic rules which lie at the back of the statistical conception of studying and generalization. It considers studying as a common challenge of functionality estimation according to empirical facts. Omitting proofs and technical information, the writer concentrates on discussing the most result of studying conception and their connections to primary difficulties in information. This moment version includes 3 new chapters dedicated to additional improvement of the educational thought and SVM suggestions. Written in a readable and concise kind, the ebook is meant for statisticians, mathematicians, physicists, and laptop scientists.

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