An elementary introduction to statistical learning theory / (Record no. 19845)

MARC details
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control field 20230823094924.0
006 - FIXED-LENGTH DATA ELEMENTS--ADDITIONAL MATERIAL CHARACTERISTICS--GENERAL INFORMATION
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007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION
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008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 110609s2011 njua ob 001 0 eng d
040 ## - CATALOGING SOURCE
Original cataloging agency DG1
Language of cataloging eng
Description conventions pn
Transcribing agency DG1
Modifying agency IDEBK
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019 ## -
-- 726329153
-- 732956377
-- 741451118
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020 ## - INTERNATIONAL STANDARD BOOK NUMBER
ISBN 9781118023471
Qualifying information (electronic bk.)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
ISBN 1118023471
Qualifying information (electronic bk.)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
ISBN 9781118023433
Qualifying information (e-book)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
ISBN 1118023439
Qualifying information (e-book)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
ISBN 1283098687
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
ISBN 9781283098687
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
Cancelled/invalid ISBN 9780470641835
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
Cancelled/invalid ISBN 9781118023464
Qualifying information (ePub)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
Cancelled/invalid ISBN 0470641835
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
Cancelled/invalid ISBN 1118023463
029 1# - (OCLC)
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OCLC library identifier HEBIS
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OCLC library identifier NZ1
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OCLC library identifier NZ1
System control number 14256865
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OCLC library identifier NZ1
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035 ## - SYSTEM CONTROL NUMBER
System control number (OCoLC)729724626
Canceled/invalid control number (OCoLC)726329153
-- (OCoLC)732956377
-- (OCoLC)741451118
-- (OCoLC)754717771
-- (OCoLC)778448327
-- (OCoLC)816840042
037 ## - SOURCE OF ACQUISITION
Stock number 10.1002/9781118023471
Source of stock number/acquisition Wiley InterScience
Note http://www3.interscience.wiley.com
050 #4 - LIBRARY OF CONGRESS CALL NUMBER
Classification number Q325.5
Item number .K85 2011
060 #4 - NATIONAL LIBRARY OF MEDICINE CALL NUMBER
Classification number Q 325.5
072 #7 - SUBJECT CATEGORY CODE
Subject category code COM
Subject category code subdivision 005030
Source bisacsh
072 #7 - SUBJECT CATEGORY CODE
Subject category code COM
Subject category code subdivision 004000
Source bisacsh
082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 006.3/1
Edition number 22
049 ## - LOCAL HOLDINGS (OCLC)
Holding library MAIN
100 1# - MAIN ENTRY--PERSONAL NAME
Personal name Kulkarni, Sanjeev.
245 13 - TITLE STATEMENT
Title An elementary introduction to statistical learning theory /
Statement of responsibility, etc Sanjeev Kulkarni, Gilbert Harman.
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT)
Place of publication, distribution, etc Hoboken, N.J. :
Name of publisher, distributor, etc Wiley,
Date of publication, distribution, etc ©2011.
300 ## - PHYSICAL DESCRIPTION
Extent 1 online resource (1 volume) :
Other physical details illustrations.
336 ## -
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-- computer
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-- online resource
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490 1# - SERIES STATEMENT
Series statement Wiley series in probability and statistics
505 0# - FORMATTED CONTENTS NOTE
Formatted contents 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.
520 ## - SUMMARY, ETC.
Summary, etc "A joint endeavor from leading researchers in the fields of philosophy and electrical engineering An Introduction to Statistical Learning Theory provides a broad and accessible introduction to rapidly evolving field of statistical pattern recognition and statistical learning theory. Exploring topics that are not often covered in introductory level books on statistical learning theory, including PAC learning, VC dimension, and simplicity, the authors present upper-undergraduate and graduate levels with the basic theory behind contemporary machine learning and uniquely suggest it serves as an excellent framework for philosophical thinking about inductive inference"--Back cover.
504 ## - BIBLIOGRAPHY, ETC. NOTE
Bibliography, etc Includes bibliographical references and index.
588 0# -
-- Print version record.
526 ## - STUDY PROGRAM INFORMATION NOTE
Department Electrical & Electronic Engineering
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Machine learning
General subdivision Statistical methods.
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Pattern recognition systems.
650 #2 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Artificial Intelligence.
650 #2 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Pattern Recognition, Automated.
650 #2 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Statistics as Topic.
650 04 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Aprenentatge automàtic
General subdivision Mètodes estadístics.
650 #4 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Reconeixement de formes (Informàtica)
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element COMPUTERS
General subdivision Enterprise Applications
-- Business Intelligence Tools.
Source of heading or term bisacsh
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element COMPUTERS
General subdivision Intelligence (AI) & Semantics.
Source of heading or term bisacsh
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Machine learning
General subdivision Statistical methods.
Source of heading or term fast
-- (OCoLC)fst01004801
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Pattern recognition systems.
Source of heading or term fast
-- (OCoLC)fst01055266
650 07 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Maschinelles Lernen.
-- (DE-588c)4193754-5
Source of heading or term swd
650 07 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Statistik.
-- (DE-588c)4056995-0
Source of heading or term swd
655 #4 - INDEX TERM--GENRE/FORM
Genre/form data or focus term Llibres electrònics.
655 #4 - INDEX TERM--GENRE/FORM
Genre/form data or focus term Electronic books.
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Harman, Gilbert.
710 2# - ADDED ENTRY--CORPORATE NAME
Corporate name or jurisdiction name as entry element Wiley InterScience (Online service)
776 08 - ADDITIONAL PHYSICAL FORM ENTRY
Display text Print version:
Main entry heading Kulkarni, Sanjeev.
Title Elementary introduction to statistical learning theory.
Place, publisher, and date of publication Hoboken, N.J. : Wiley, ©2011
International Standard Book Number 9781118023471
Record control number (OCoLC)726329153
830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE
Uniform title Wiley series in probability and statistics.
856 40 - ELECTRONIC LOCATION AND ACCESS
Uniform Resource Identifier <a href="http://dx.doi.org/10.1002/9781118023471">http://dx.doi.org/10.1002/9781118023471</a>
Public note Wiley Online Library
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