عنوان
پدید آورنده
موضوع
رده
Q325.5 .K85 2011
Q325
.
5
.
K85
2011
کتابخانه
محل استقرار
OTHER STANDARD IDENTIFIER
Standard Number
2149
TITLE AND STATEMENT OF RESPONSIBILITY
First Statement of Responsibility
Kulkarni, Sanjeev.
Title Proper
An elementary introduction to statistical learning theory
.PUBLICATION, DISTRIBUTION, ETC
Place of Publication, Distribution, etc.
Hoboken, N.J.
Name of Publisher, Distributor, etc.
Wiley
Date of Publication, Distribution, etc.
c2011
PHYSICAL DESCRIPTION
Specific Material Designation and Extent of Item
xiv, 209 p. : ill. ; 24 cm.
SERIES
Series Title
Wiley series in probability and statistics
GENERAL NOTES
Text of Note
Includes bibliographical references and indexes
CONTENTS NOTE
Text of Note
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
TOPICAL NAME USED AS SUBJECT
Entry Element
Statistical methods ، Machine learning
Entry Element
، Pattern recognition systems
DEWEY DECIMAL CLASSIFICATION
Number
006
.
3/1
LIBRARY OF CONGRESS CLASSIFICATION
Class number
Q325
.
5
.
K85
2011
PERSONAL NAME - PRIMARY RESPONSIBILITY
Relator Code
AU
Entry Element
Sanjeev Kulkarni, Gilbert Harman
AU trebliG ,namraH
TI
SE
SE Wiley series in probability and statistics
LOCATION AND CALL NUMBER
Shelving Form of Title, Author, Author/Title
لاه دیجیتانابخکت
