Algorithms for clustering data:
Saved in:
| Main Authors: | , |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
Englewood Cliffs, NJ
Prentice Hall
1988
|
| Series: | Prentice Hall advanced reference series
|
| Subjects: | |
| Online Access: | Inhaltsverzeichnis |
| Physical Description: | XIV, 320 S. |
| ISBN: | 013022278X |
Staff View
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Record in the Search Index
| DE-BY-863_location | 1911 |
|---|---|
| DE-BY-FWS_call_number | 1911/1999:1538 |
| DE-BY-FWS_katkey | 42010 |
| DE-BY-FWS_media_number | 083100608696 |
| _version_ | 1824555308125519873 |
| 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
|
| any_adam_object | 1 |
| author | Jain, Anil K. Dubes, Richard C. |
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| ctrlnum | (OCoLC)16755039 (DE-599)BVBBV001783976 |
| dewey-full | 519.5/3 |
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| dewey-ones | 519 - Probabilities and applied mathematics |
| dewey-raw | 519.5/3 |
| dewey-search | 519.5/3 |
| dewey-sort | 3519.5 13 |
| dewey-tens | 510 - Mathematics |
| discipline | Mathematik Wirtschaftswissenschaften |
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| id | DE-604.BV001783976 |
| illustrated | Not Illustrated |
| indexdate | 2025-02-20T07:05:36Z |
| institution | BVB |
| isbn | 013022278X |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-001202329 |
| oclc_num | 16755039 |
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| physical | XIV, 320 S. |
| publishDate | 1988 |
| publishDateSearch | 1988 |
| publishDateSort | 1988 |
| publisher | Prentice Hall |
| record_format | marc |
| series2 | Prentice Hall advanced reference series |
| 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 |
Indexes
THWS Würzburg Magazin
| Call Number: |
1911 1999:1538 |
|---|---|
| Copy 1 | bestellbar aus dem Magazin Available Place a Hold |