عنوان
پدید آورنده
موضوع
رده
Q325.5 .K85 2011
Q325
.
5
.
K85
2011
کتابخانه
محل استقرار
2149
Kulkarni, Sanjeev.
An elementary introduction to statistical learning theory
Hoboken, N.J.
Wiley
c2011
xiv, 209 p. : ill. ; 24 cm.
Wiley series in probability and statistics
Includes bibliographical references and indexes
Introduction: Classification, Learning, Features, and Applications -- Probability -- Probability Densities -- The Pattern Recognition Problem -- The Optimal Bayes Decision Rule -- Learning from Examples -- The Nearest Neighbor Rule -- Kernel Rules -- Neural Networks: Perceptrons -- Multilayer Networks -- PAC Learning -- VC Dimension -- Infinite VC Dimension -- The Function Estimation Problem -- Learning Function Estimation -- Simplicity -- Support Vector Machines -- Boosting -- Bibliography
Statistical methods ، Machine learning
، Pattern recognition systems
006
.
3/1
Q325
.
5
.
K85
2011
AU
Sanjeev Kulkarni, Gilbert Harman
AU trebliG ,namraH
TI
SE
SE Wiley series in probability and statistics
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