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Books Books 21 - 30 of about 44 related to The Nature of Statistical Learning Theory.   

Support Vector Machines: Theory and Applications

Lipo Wang - Computers - 2005 - 431 pages
The support vector machine (SVM) has become one of the standard tools for machine learning and data mining. This carefully edited volume presents the state of the art of the ...
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A Probabilistic Theory of Pattern Recognition

Luc Devroye, László Györfi, Gabor Lugosi - Computers - 1996 - 636 pages
Wherever possible, distribution-free properties and inequalities are derived. A substantial portion of the results or the analysis is new. Over 430 problems and exercises ...
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The Mathematics Of Generalization

David. H Wolpert - Mathematics - 2018 - 460 pages
This volume grew out of a workshop designed to bring together researchers from different fields and includes contributions from workers in Bayesian analysis, machine learning ...
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Asymptotic Statistics

A. W. van der Vaart - Mathematics - 2000 - 443 pages
A mathematically rigorous, practical introduction presenting standard topics plus research.
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Large-scale Kernel Machines

Léon Bottou - Computers - 2007 - 396 pages
Solutions for learning from large scale datasets, including kernel learning algorithms that scale linearly with the volume of the data and experiments carried out on ...
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