Combining pattern classifiers : (Record no. 21227)

MARC details
000 -LEADER
fixed length control field 07084cam a2200865 i 4500
001 - CONTROL NUMBER
control field ocn878051089
003 - CONTROL NUMBER IDENTIFIER
control field OCoLC
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20230823095259.0
006 - FIXED-LENGTH DATA ELEMENTS--ADDITIONAL MATERIAL CHARACTERISTICS--GENERAL INFORMATION
fixed length control field m o d
007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION
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008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 140422s2014 nju ob 001 0 eng
010 ## - LIBRARY OF CONGRESS CONTROL NUMBER
LC control number 2014016123
040 ## - CATALOGING SOURCE
Original cataloging agency DLC
Language of cataloging eng
Description conventions rda
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Transcribing agency DLC
Modifying agency YDX
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066 ## - CHARACTER SETS PRESENT
Alternate G0 or G1 character set Zsym
019 ## -
-- 891397879
-- 903257921
-- 913462197
-- 927509113
-- 961585666
-- 962644700
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
ISBN 9781118914540
Qualifying information (ePub)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
ISBN 1118914546
Qualifying information (ePub)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
ISBN 9781118914557
Qualifying information (Adobe PDF)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
ISBN 1118914554
Qualifying information (Adobe PDF)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
ISBN 9781118914564
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
ISBN 1118914562
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
Cancelled/invalid ISBN 9781118315231
Qualifying information (hardback)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
Cancelled/invalid ISBN 1118315235
Qualifying information (hardback)
029 1# - (OCLC)
OCLC library identifier CHBIS
System control number 010259798
029 1# - (OCLC)
OCLC library identifier CHVBK
System control number 325941033
029 1# - (OCLC)
OCLC library identifier DEBBG
System control number BV042487511
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OCLC library identifier NZ1
System control number 15920915
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OCLC library identifier DEBSZ
System control number 431744548
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OCLC library identifier DEBSZ
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OCLC library identifier DEBSZ
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OCLC library identifier DEBBG
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OCLC library identifier CHNEW
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OCLC library identifier DEBSZ
System control number 485047659
035 ## - SYSTEM CONTROL NUMBER
System control number (OCoLC)878051089
Canceled/invalid control number (OCoLC)891397879
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-- (OCoLC)913462197
-- (OCoLC)927509113
-- (OCoLC)961585666
-- (OCoLC)962644700
037 ## - SOURCE OF ACQUISITION
Stock number CL0500000553
Source of stock number/acquisition Safari Books Online
042 ## - AUTHENTICATION CODE
Authentication code pcc
050 00 - LIBRARY OF CONGRESS CALL NUMBER
Classification number TK7882.P3
072 #7 - SUBJECT CATEGORY CODE
Subject category code COM
Subject category code subdivision 000000
Source bisacsh
082 00 - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 006.4
Edition number 23
084 ## - OTHER CLASSIFICATION NUMBER
Classification number TEC015000
-- COM016000
-- COM021030
Source of number bisacsh
049 ## - LOCAL HOLDINGS (OCLC)
Holding library MAIN
100 1# - MAIN ENTRY--PERSONAL NAME
Personal name Kuncheva, Ludmila I.
Fuller form of name (Ludmila Ilieva),
Dates associated with a name 1959-
245 10 - TITLE STATEMENT
Title Combining pattern classifiers :
Remainder of title methods and algorithms /
Statement of responsibility, etc Ludmila I. Kuncheva.
250 ## - EDITION STATEMENT
Edition statement Second edition.
264 #1 -
-- Hoboken, NJ :
-- Wiley,
-- 2014.
300 ## - PHYSICAL DESCRIPTION
Extent 1 online resource (xxi, 357 pages)
336 ## -
-- text
-- txt
-- rdacontent
337 ## -
-- computer
-- c
-- rdamedia
338 ## -
-- online resource
-- cr
-- rdacarrier
504 ## - BIBLIOGRAPHY, ETC. NOTE
Bibliography, etc Includes bibliographical references and index.
520 ## - SUMMARY, ETC.
Summary, etc "Combined classifiers, which are central to the ubiquitous performance of pattern recognition and machine learning, are generally considered more accurate than single classifiers. In a didactic, detailed assessment, Combining Pattern Classifiers examines the basic theories and tactics of classifier combination while presenting the most recent research in the field. Among the pattern recognition tasks that this book explores are mail sorting, face recognition, signature verification, decoding brain fMRI images, identifying emotions, analyzing gene microarray data, and spotting patterns in consumer preference. This updated second edition is equipped with the latest knowledge for academics, students, and practitioners involved in pattern recognition fields"--
-- Provided by publisher.
520 ## - SUMMARY, ETC.
Summary, etc "Classifier Combination is a field of growing interest within the very large area of Pattern Classification"--
-- Provided by publisher.
588 0# -
-- Print version record and CIP data provided by publisher.
505 0# - FORMATTED CONTENTS NOTE
Formatted contents note ""Titlepage""; ""Copyright""; ""Dedication""; ""Preface""; ""The Playing Field""; ""Software""; ""Structure and What is New in the Second Edition""; ""Who is This Book For?""; ""Notes""; ""Acknowledgements""; ""1 Fundamentals of Pattern Recognition""; ""1.1 Basic Concepts: Class, Feature, Data Set""; ""1.2 Classifier, Discriminant Functions, Classification Regions""; ""1.3 Classification Error and Classification Accuracy""; ""1.4 Experimental Comparison of Classifiers""; ""1.5 Bayes Decision Theory""; ""1.6 Clustering and Feature Selection""; ""1.7 Challenges of Real-Life Data""; ""Appendix""
505 8# - FORMATTED CONTENTS NOTE
Formatted contents note ""1.A.1 Data Generation""""1.A.2 Comparison of Classifiers""; ""1.A.3 Feature Selection""; ""Notes""; ""2 Base Classifiers""; ""2.1 Linear and Quadratic Classifiers""; ""2.2 Decision Tree Classifiers""; ""2.3 The Na�A�ve Bayes Classifier""; ""2.4 Neural Networks""; ""2.5 Support Vector Machines""; ""2.6 The k-Nearest Neighbor Classifier (k-nn)""; ""2.7 Final Remarks""; ""Appendix""; ""2.A.1 Matlab Code for the Fish Data""; ""2.A.2 Matlab Code for Individual Classifiers""; ""Notes""; ""3 An Overview of the Field""; ""3.1 Philosophy""; ""3.2 Two Examples""; ""3.3 Structure of the Area""
505 8# - FORMATTED CONTENTS NOTE
Linkage 880-01
Formatted contents note ""5.3 Nontrainable (Fixed) Combination Rules""""5.4 The Weighted Average (Linear Combiner)""; ""5.5 A Classifier as a Combiner""; ""5.6 An Example of Nine Combiners for Continuous-Valued Outputs""; ""5.7 To Train or Not to Train?""; ""Appendix""; ""5.A.1 Theoretical Classification Error for the Simple Combiners""; ""5.A.2 Selected Matlab Code""; ""Notes""; ""6 Ensemble Methods""; ""6.1 Bagging""; ""6.2 Random Forests""; ""6.3 Adaboost""; ""6.4 Random Subspace Ensembles""; ""6.5 Rotation Forest""; ""6.6 Random Linear Oracle""; ""6.7 Error Correcting Output Codes (ECOC)""; ""Appendix""
505 8# - FORMATTED CONTENTS NOTE
Formatted contents note ""6.A.1 Bagging""""6.A.2 AdaBoost""; ""6.A.3 Random Subspace""; ""6.A.4 Rotation Forest""; ""6.A.5 Random Linear Oracle""; ""6.A.6 Ecoc""; ""Notes""; ""7 Classifier Selection""; ""7.1 Preliminaries""; ""7.2 Why Classifier Selection Works""; ""7.3 Estimating Local Competence Dynamically""; ""7.4 Pre-Estimation of the Competence Regions""; ""7.5 Simultaneous Training of Regions and Classifiers""; ""7.6 Cascade Classifiers""; ""Appendix: Selected Matlab Code""; ""7.A.1 Banana Data""; ""7.A.2 Evolutionary Algorithm for a Selection Ensemble for the Banana Data""
526 ## - STUDY PROGRAM INFORMATION NOTE
Department General Management
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Pattern recognition systems.
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Image processing
General subdivision Digital techniques.
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element TECHNOLOGY & ENGINEERING
General subdivision Imaging Systems.
Source of heading or term bisacsh
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element COMPUTERS
General subdivision Computer Vision & Pattern Recognition.
Source of heading or term bisacsh
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element COMPUTERS
General subdivision Database Management
-- Data Mining.
Source of heading or term bisacsh
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Image processing
General subdivision Digital techniques.
Source of heading or term fast
-- (OCoLC)fst00967508
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 #4 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element COMPUTERS / Computer Vision & Pattern Recognition.
655 #4 - INDEX TERM--GENRE/FORM
Genre/form data or focus term Electronic books.
655 #0 - INDEX TERM--GENRE/FORM
Genre/form data or focus term Electronic books.
776 08 - ADDITIONAL PHYSICAL FORM ENTRY
Display text Print version:
Main entry heading Kuncheva, Ludmila I. (Ludmila Ilieva), 1959-
Title Combining pattern classifiers.
Edition Second edition.
Place, publisher, and date of publication Hoboken, New Jersey : Wiley, [2014]
International Standard Book Number 9781118315231
Record control number (DLC) 2014014214
-- (OCoLC)878050954
856 40 - ELECTRONIC LOCATION AND ACCESS
Uniform Resource Identifier <a href="http://dx.doi.org/10.1002/9781118914564">http://dx.doi.org/10.1002/9781118914564</a>
880 8# - ALTERNATE GRAPHIC REPRESENTATION
Linkage 505-01/Zsym
a ""3.4 Quo Vadis?""""Notes""; ""4 Combining Label Outputs""; ""4.1 Types of Classifier Outputs""; ""4.2 A Probabilistic Framework for Combining Label Outputs""; ""4.3 Majority Vote""; ""4.4 Weighted Majority Vote""; ""4.5 Na�A�ve-Bayes Combiner""; ""4.6 Multinomial Methods""; ""4.7 Comparison of Combination Methods for Label�A Outputs""; ""Appendix""; ""4.A.1 Matan�a�"s Proof for the Limits on the Majority Vote�A Accuracy""; ""4.A.2 Selected Matlab Code""; ""Notes""; ""5 Combining Continuous-Valued Outputs""; ""5.1 Decision Profile""; ""5.2 How Do We Get Probability Outputs?""
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-- DG1

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