Combining pattern classifiers : (Record no. 64887)
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| fixed length control field | 07305cam a2200889 i 4500 |
| 001 - CONTROL NUMBER | |
| control field | sulb-eb0033235 |
| 003 - CONTROL NUMBER IDENTIFIER | |
| control field | BD-SySUS |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20170713221359.0 |
| 006 - FIXED-LENGTH DATA ELEMENTS--ADDITIONAL MATERIAL CHARACTERISTICS | |
| fixed length control field | m o d |
| 007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION | |
| fixed length control field | cr ||||||||||| |
| 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 |
| -- | pn |
| Transcribing agency | DLC |
| Modifying agency | YDX |
| -- | N$T |
| -- | EBLCP |
| -- | YDXCP |
| -- | OCLCF |
| -- | DG1 |
| -- | UMI |
| -- | E7B |
| -- | OCLCO |
| -- | COO |
| -- | DEBBG |
| -- | OCLCQ |
| -- | DEBSZ |
| -- | B24X7 |
| -- | VT2 |
| -- | DG1 |
| -- | BD-SySUS |
| 066 ## - CHARACTER SETS PRESENT | |
| Alternate G0 or G1 character set | Zsym |
| 019 ## - | |
| -- | 891397879 |
| -- | 903257921 |
| -- | 913462197 |
| -- | 927509113 |
| -- | 961585666 |
| -- | 962644700 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9781118914540 |
| Qualifying information | (ePub) |
| International Standard Book Number | 1118914546 |
| Qualifying information | (ePub) |
| International Standard Book Number | 9781118914557 |
| Qualifying information | (Adobe PDF) |
| International Standard Book Number | 1118914554 |
| Qualifying information | (Adobe PDF) |
| International Standard Book Number | 9781118914564 |
| International Standard Book Number | 1118914562 |
| Canceled/invalid ISBN | 9781118315231 |
| Qualifying information | (hardback) |
| Canceled/invalid ISBN | 1118315235 |
| Qualifying information | (hardback) |
| 029 1# - OTHER SYSTEM CONTROL NUMBER (OCLC) | |
| OCLC library identifier | CHBIS |
| System control number | 010259798 |
| OCLC library identifier | CHVBK |
| System control number | 325941033 |
| OCLC library identifier | DEBBG |
| System control number | BV042487511 |
| OCLC library identifier | NZ1 |
| System control number | 15920915 |
| OCLC library identifier | DEBSZ |
| System control number | 431744548 |
| OCLC library identifier | DEBSZ |
| System control number | 434829099 |
| OCLC library identifier | DEBSZ |
| System control number | 449440737 |
| OCLC library identifier | AU@ |
| System control number | 000052794990 |
| 035 ## - SYSTEM CONTROL NUMBER | |
| System control number | (OCoLC)878051089 |
| Canceled/invalid control number | (OCoLC)891397879 |
| -- | (OCoLC)903257921 |
| -- | (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 |
| Number source | 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 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE | |
| Place of production, publication, distribution, manufacture | Hoboken, NJ : |
| Name of producer, publisher, distributor, manufacturer | Wiley, |
| Date of production, publication, distribution, manufacture, or copyright notice | 2014. |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | 1 online resource (xxi, 357 pages) |
| 336 ## - CONTENT TYPE | |
| Content type term | text |
| Content type code | txt |
| Source | rdacontent |
| 337 ## - MEDIA TYPE | |
| Media type term | computer |
| Media type code | c |
| Source | rdamedia |
| 338 ## - CARRIER TYPE | |
| Carrier type term | online resource |
| Carrier type code | cr |
| Source | 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"-- |
| Assigning source | Provided by publisher. |
| Summary, etc. | "Classifier Combination is a field of growing interest within the very large area of Pattern Classification"-- |
| Assigning source | Provided by publisher. |
| 588 0# - SOURCE OF DESCRIPTION NOTE | |
| Source of description note | 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"" |
| 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 NaÃv̄e 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"" |
| 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"" |
| 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"" |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Pattern recognition systems. |
| Topical term or geographic name as entry element | Image processing |
| General subdivision | Digital techniques. |
| Topical term or geographic name as entry element | TECHNOLOGY & ENGINEERING |
| General subdivision | Imaging Systems. |
| Source of heading or term | bisacsh |
| Topical term or geographic name as entry element | COMPUTERS |
| General subdivision | Computer Vision & Pattern Recognition. |
| Source of heading or term | bisacsh |
| Topical term or geographic name as entry element | COMPUTERS |
| General subdivision | Database Management |
| -- | Data Mining. |
| Source of heading or term | bisacsh |
| Topical term or geographic name as entry element | Image processing |
| General subdivision | Digital techniques. |
| Source of heading or term | fast |
| Authority record control number | (OCoLC)fst00967508 |
| Topical term or geographic name as entry element | Pattern recognition systems. |
| Source of heading or term | fast |
| Authority record control number | (OCoLC)fst01055266 |
| 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. |
| Genre/form data or focus term | Electronic books. |
| 776 08 - ADDITIONAL PHYSICAL FORM ENTRY | |
| Relationship information | 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://onlinelibrary.wiley.com/book/10.1002/9781118914564">http://onlinelibrary.wiley.com/book/10.1002/9781118914564</a> |
| Public note | Wiley Online Library [Free Download only for SUST IP] |
| 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�ve-Bayes Combiner""; ""4.6 Multinomial Methods""; ""4.7 Comparison of Combination Methods for Label Outputs""; ""Appendix""; ""4.A.1 Matan’s Proof for the Limits on the Majority Vote 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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