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Books Books 1 - 10 of about 45 related to Statistical learning theory.    Take our survey New!

The Nature of Statistical Learning Theory

Vladimir Vapnik - Computers - 2000 - 314 pages
Four periods in the research of the learning problem. Setting of the learning problem. Informal reasoning and comments. Consistency of learning processes. Bounds on the rate of ...
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Learning Theory: An Approximation Theory Viewpoint

Felipe Cucker, Ding Xuan Zhou - Computers - 2007 - 224 pages
The goal of learning theory is to approximate a function from sample values. To attain this goal learning theory draws on a variety of diverse subjects, specifically statistics ...
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Learning with Kernels: Support Vector Machines, Regularization, Optimization ...

Bernhard Schölkopf, Alexander J. Smola - Computers - 2002 - 626 pages
A comprehensive introduction to Support Vector Machines and related kernel methods.
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Advances in Kernel Methods: Support Vector Learning

Bernhard Schölkopf, Christopher J. C. Burges, Alexander J. Smola - Computers - 1999 - 376 pages
A young girl hears the story of her great-great-great-great- grandfather and his brother who came to the United States to make a better life for themselves helping to build the ...
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Kernel Methods for Pattern Analysis

John Shawe-Taylor, Nello Cristianini - Computers - 2004 - 462 pages
A unique account of developing topic in data mining and machine learning.
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Testing Statistical Hypotheses

Erich L. Lehmann, Joseph P. Romano - Mathematics - 2005 - 784 pages
This book updates and expands upon the classic graduate text, emphasizing optimality theory for hypothesis testing and confidence sets. The principal additions include a ...
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