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Algorithms for clustering data:

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Bibliographische Detailangaben
Beteiligte Personen:	Jain, Anil K. (VerfasserIn), Dubes, Richard C. (VerfasserIn)
Format:	Buch
Sprache:	Englisch
Veröffentlicht:	Englewood Cliffs, NJ Prentice Hall 1988
Schriftenreihe:	Prentice Hall advanced reference series
Schlagwörter:	Algorithmes Algoritmen Classification automatique (Statistique) - Informatique Clusteranalyse Datenverarbeitung Cluster analysis > Data processing Computer algorithms Algorithmus Cluster-Analyse
Links:	http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=001202329&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA
Umfang:	XIV, 320 S.
ISBN:	013022278X

Internformat

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Datensatz im Suchindex

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adam_text	Algorithms for Clustering Data Anil K Jain Richard C Dubes Michigan State University Prentice Hall Engiewood Cliffs, New Jersey 07632 Contents PREFACE xiii 1 INTRODUCTION 1 2 DATA REPRESENTATION 7 2 1 Data Types and Data Scales 8 2 2 Proximity Indices 14 2 3 Normalization 23 2 4 Linear Projections 25 2 5 Nonlinear Projections 37 2 6 Intrinsic Dimensionality 42 2 7 Multidimensional Scaling 46 2 8 Summary 54 3 CLUSTERING METHODS AND ALGORITHMS 55 3 1 General Introduction 55 3 2 Hierarchical Clustering 58 ix Contents 3 3 Partitional Clustering 89 3 4 Clustering Software 133 3 5 Clustering Methodology 135 3 6 Summary 141 4 CLUSTER VALIDITY 143 4 1 Background 143 4 2 Indices of Cluster Validity 160 4 3 Validity of Hierarchical Structures 165 4 4 Validity of Partitional Structures 172 4 5 Validity of Individual Clusters 188 4 6 Clustering Tendency 201 4 7 Summary 222 5 APPLICATIONS 223 5 1 Image Processing 224 5 2 Image Segmentation by Clustering 225 5 3 Segmentation of Textured Images 227 5 4 Segmentation of Range Images 232 5 5 Segmentation of Multispectral Images 235 5 6 Image Registration 237 5 7 Summary 240 A PATTERN RECOGNITION 241 B DISTRIBUTIONS 246 B 1 The Gaussian Distribution 246 B 2 The Hypergeometric Distribution 249 C LINEAR ALGEBRA 252 D SCATTER MATRICES 258 E FACTOR ANALYSIS 260 Contents xi F MULTIVARIATE ANALYSIS OF VARIANCE 264 G GRAPH THEORY 266 G 1 Definitions 266 G 2 Trees 270 G 3 Random Graphs 272 H ALGORITHM FOR GENERATING CLUSTERED DATA 273 BIBLIOGRAPHY 275 AUTHOR INDEX 297 GENERAL INDEX 304
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indexdate	2024-12-20T07:41:58Z
institution	BVB
isbn	013022278X
language	English
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spellingShingle	Jain, Anil K. Dubes, Richard C. Algorithms for clustering data Algorithmes Algoritmen gtt Classification automatique (Statistique) - Informatique Clusteranalyse gtt Datenverarbeitung Cluster analysis Data processing Computer algorithms Algorithmus (DE-588)4001183-5 gnd Cluster-Analyse (DE-588)4070044-6 gnd
subject_GND	(DE-588)4001183-5 (DE-588)4070044-6
title	Algorithms for clustering data
title_auth	Algorithms for clustering data
title_exact_search	Algorithms for clustering data
title_full	Algorithms for clustering data Anil K. Jain ; Richard C. Dubes
title_fullStr	Algorithms for clustering data Anil K. Jain ; Richard C. Dubes
title_full_unstemmed	Algorithms for clustering data Anil K. Jain ; Richard C. Dubes
title_short	Algorithms for clustering data
title_sort	algorithms for clustering data
topic	Algorithmes Algoritmen gtt Classification automatique (Statistique) - Informatique Clusteranalyse gtt Datenverarbeitung Cluster analysis Data processing Computer algorithms Algorithmus (DE-588)4001183-5 gnd Cluster-Analyse (DE-588)4070044-6 gnd
topic_facet	Algorithmes Algoritmen Classification automatique (Statistique) - Informatique Clusteranalyse Datenverarbeitung Cluster analysis Data processing Computer algorithms Algorithmus Cluster-Analyse
url	http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=001202329&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA
work_keys_str_mv	AT jainanilk algorithmsforclusteringdata AT dubesrichardc algorithmsforclusteringdata

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