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Books Books 1 - 10 of about 45 related to Statistical learning theory.   

The Nature of Statistical Learning Theory

Vladimir N. Vapnik - Mathematics - 2013 - 188 pages
The aim of this book is to discuss the fundamental ideas which lie behind the statistical theory of learning and generalization. It considers learning from the general point of ...
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Advances in Large Margin Classifiers

Alexander J. Smola - Computers - 2000 - 412 pages
The book provides an overview of recent developments in large margin classifiers, examines connections with other methods (e.g., Bayesian inference), and identifies strengths ...
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Estimation of Dependences Based on Empirical Data

V. Vapnik - Mathematics - 2006 - 505 pages
Twenty-?ve years have passed since the publication of the Russian version of the book Estimation of Dependencies Based on Empirical Data (EDBED for short). Twen- ?ve years is a ...
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Advanced Lectures on Machine Learning: ML Summer Schools 2003, Canberra ...

Olivier Bousquet, Ulrike von Luxburg, Gunnar Rätsch - Computers - 2011 - 246 pages
Machine Learning has become a key enabling technology for many engineering applications, investigating scientific questions and theoretical problems alike. To stimulate ...
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An Introduction to Support Vector Machines and Other Kernel-based Learning ...

Nello Cristianini, John Shawe-Taylor - Computers - 2000 - 189 pages
This is the first comprehensive introduction to Support Vector Machines (SVMs), a new generation learning system based on recent advances in statistical learning theory. SVMs ...
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Selected papers

Jacob Wolfowitz - Mathematics - 1980 - 642 pages
Confidence limits for continuous distribution functions note on confidence limits for continuous distribution functions; Statistical tests based on permutations of the ...
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