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Clustering:

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Bibliographische Detailangaben
Hauptverfasser:	Xu, Rui (VerfasserIn), Wunsch, Donald C. (VerfasserIn)
Format:	Buch
Sprache:	English
Veröffentlicht:	Hoboken, NJ Wiley [u.a.] 2009
Schriftenreihe:	IEEE Press series on computational intelligence
Schlagworte:	Cluster analysis Cluster-Analyse
Online-Zugang:	Cover Inhaltsverzeichnis
Beschreibung:	X, 358 S. Ill., graph. Darst.
ISBN:	9780470276808 0470276800

Internformat

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Datensatz im Suchindex

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adam_text	CLUSTERING RUI XU DONALD . WUNSCH, II IEEE COMPUTATIONAL INTELLIGENCE SOCIETY, SPONSOR * IEEE PRESS SERIES ON COMPUTATIONAL INTELLIGENCE DAVID B. FOGEL, SERIES EDITOR IEEE PRESS WILEY A JOHN WILEY & SONS, INC., PUBLICATION CONTENTS PREFACE IX 1. CLUSTER ANALYSIS 1 1.1. CLASSIFICATION AND CLUSTERING / 1 1.2. DEFINITION OF CLUSTERS / 3 1.3. CLUSTERING APPLICATIONS / 8 1.4. LITERATURE OF CLUSTERING ALGORITHMS / 9 1.5. OUTLINE OF THE BOOK / 12 2. PROXIMITY MEASURES 15 2.1. INTRODUCTION / 15 2.2. FEATURE TYPES AND MEASUREMENT LEVELS / 15 2.3. DEFINITION OF PROXIMITY MEASURES / 21 2.4. PROXIMITY MEASURES FOR CONTINUOUS VARIABLES / 22 2.5. PROXIMITY MEASURES FOR DISCRETE VARIABLES / 26 2.6. PROXIMITY MEASURES FOR MIXED VARIABLES / 29 2.7. SUMMARY / 30 V VI CONTENTS 3. HIERARCHICAL CLUSTERING 31 3.1. INTRODUCTION /31 3.2. AGGLOMERATIVE HIERARCHICAL CLUSTERING / 32 3.3. DIVISIVE HIERARCHICAL CLUSTERING / 37 3.4. RECENT ADVANCES / 40 3.5. APPLICATIONS / 46 3.6. SUMMARY / 61 4. PARTITIONAL CLUSTERING 63 4.1. INTRODUCTION / 63 4.2. CLUSTERING CRITERIA / 64 4.3. IC-MEANS ALGORITHM / 67 4.4. MIXTURE DENSITY-BASED CLUSTERING / 73 4.5. GRAPH THEORY-BASED CLUSTERING / 81 4.6. FUZZY CLUSTERING / 83 4.7. SEARCH TECHNIQUES-BASED CLUSTERING ALGORITHMS / 92 4.8. APPLICATIONS / 99 4.9. SUMMARY / 109 5. NEURAL NETWORK-BASED CLUSTERING 111 5.1. INTRODUCTION / 111 5.2. HARD COMPETITIVE LEARNING CLUSTERING / 113 5.3. SOFT COMPETITIVE LEARNING CLUSTERING / 130 5.4. APPLICATIONS / 146 5.5. SUMMARY / 162 6. KERNEL-BASED CLUSTERING 163 6.1. INTRODUCTION / 163 6.2. KERNEL PRINCIPAL COMPONENT ANALYSIS / 165 6.3. SQUARED-ERROR-BASED CLUSTERING WITH KERNEL FUNCTIONS / 167 6.4. SUPPORT VECTOR CLUSTERING / 170 6.5. APPLICATIONS / 175 6.6. SUMMARY / 176 7. SEQUENTIAL DATA CLUSTERING 179 7.1. INTRODUCTION / 179 7.2. SEQUENCE SIMILARITY / 181 7.3. INDIRECT SEQUENCE CLUSTERING / 185 CONTENTS VUE 7.4. MODEL-BASED SEQUENCE CLUSTERING / 186 7.5. APPLICATIONS*GENOMIC AND BIOLOGICAL SEQUENCE CLUSTERING / 201 7.6. SUMMARY / 211 8. LARGE-SCALE DATA CLUSTERING 213 8.1. INTRODUCTION / 213 8.2. RANDOM SAMPLING METHODS / 216 8.3. CONDENSATION-BASED METHODS / 219 8.4. DENSITY-BASED METHODS / 220 8.5. GRID-BASED METHODS / 225 8.6. DIVIDE AND CONQUER / 227 8.7. INCREMENTAL CLUSTERING / 229 8.8. APPLICATIONS / 229 8.9. SUMMARY / 235 9. DATA VISUALIZATION AND HIGH-DIMENSIONAL DATA CLUSTERING 237 9.1. INTRODUCTION / 237 9.2. LINEAR PROJECTION ALGORITHMS / 239 9.3. NONLINEAR PROJECTION ALGORITHMS / 244 9.4. PROJECTED AND SUBSPACE CLUSTERING / 253 9.5. APPLICATIONS / 258 9.6. SUMMARY / 260 10. CLUSTER VALIDITY 263 10.1. INTRODUCTION / 263 10.2. EXTERNAL CRITERIA / 265 10.3. INTERNAL CRITERIA / 267 10.4. RELATIVE CRITERIA / 268 10.5. SUMMARY / 277 11. CONCLUDING REMARKS 279 PROBLEMS 283 REFERENCES 293 AUTHOR INDEX 331 SUBJECT INDEX 341
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indexdate	2024-07-09T21:43:50Z
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isbn	9780470276808 0470276800
language	English
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series2	IEEE Press series on computational intelligence
spelling	Xu, Rui Verfasser aut Clustering Rui Xu ; Donald C. Wunsch Hoboken, NJ Wiley [u.a.] 2009 X, 358 S. Ill., graph. Darst. txt rdacontent n rdamedia nc rdacarrier IEEE Press series on computational intelligence Cluster analysis Cluster-Analyse (DE-588)4070044-6 gnd rswk-swf Cluster-Analyse (DE-588)4070044-6 s DE-604 Wunsch, Donald C. Verfasser aut DE-576;wiley image/jpeg http://swbplus.bsz-bw.de/bsz288288696cov.htm 20090320121603 Cover GBV Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=017758843&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis
spellingShingle	Xu, Rui Wunsch, Donald C. Clustering Cluster analysis Cluster-Analyse (DE-588)4070044-6 gnd
subject_GND	(DE-588)4070044-6
title	Clustering
title_auth	Clustering
title_exact_search	Clustering
title_full	Clustering Rui Xu ; Donald C. Wunsch
title_fullStr	Clustering Rui Xu ; Donald C. Wunsch
title_full_unstemmed	Clustering Rui Xu ; Donald C. Wunsch
title_short	Clustering
title_sort	clustering
topic	Cluster analysis Cluster-Analyse (DE-588)4070044-6 gnd
topic_facet	Cluster analysis Cluster-Analyse
url	http://swbplus.bsz-bw.de/bsz288288696cov.htm http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=017758843&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA
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