Cluster analysis:
Saved in:
| Main Author: | |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
London [u.a.]
Arnold
1993
|
| Edition: | 3. ed. |
| Subjects: | |
| Online Access: | Inhaltsverzeichnis |
| Physical Description: | VIII, 170 S. graph. Darst. |
| ISBN: | 0470220430 0340584793 |
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| adam_text | Contents
Preface v
1 An Introduction to Classification and Clustering 1
1.1 Introduction 1
1.2 Reasons for classifying 2
1.3 Numerical methods of classification 4
1.4 What is a cluster? 6
1.5 Examples of the use of clustering 8
1.6 Summary 10
2 The Initial Examination of Multivariate Data 11
2.1 Introduction 11
2.2 Univariate and bivariate views 11
2.3 Accommodating extra variable values on a scattergram 12
2.4 Icon representations of multivariate data 12
2.5 Andrews plots 21
2.6 The use of derived variables 26
2.7 Summary 33
3 Measurement of Similarity, Dissimilarity and Distance 37
3.1 Introduction 37
3.2 The choice of variables 37
3.3 Similarity measures 40
3.4 Dissimilarity and distance measures 46
3.5 Between group similarity and distance measures 47
3.6 The graphical display of distance matrices 50
3.7 Summary 51
4 Hierarchical Clustering Techniques 55
4.1 Introduction 55
4.2 Agglomerative methods 56
4.3 Lance and Williams recurrence formula 66
4.4 Properties and problems of agglomerative hierarchical
clustering techniques 68
4.5 Global fit of a hierarchical clustering solution 72
4.6 Partitions from a hierarchy—the number of groups problem 73
4.7 Applications of agglomerative techniques 74
4.8 Divisive methods 82
4.9 Summary 88
viii Contents
5 Optimization Methods for Cluster Analysis 91
5.1 Introduction 91
5.2 Clustering criteria 91
5.3 Optimizing the clustering criterion 93
5.4 Properties of, and problems with, optimization
clustering techniques 96
5.5 Selecting the number of groups 100
5.6 Applications of optimization methods 102
5.7 Summary 107
6 Mixture Models for Cluster Analysis 109
6.1 Introduction 109
6.2 Finite mixture distributions 109
6.3 Normal mixtures 110
6.4 Estimating g, the number of components in a mixture 114
6.5 Applications of normal mixtures 115
6.6 Mixtures for categorical data—latent class analysis 117
6.7 Mixture models for mixed mode data 122
6.8 Summary 123
7 Other Clustering Techniques 125
7.1 Introduction 125
7.2 Density search clustering techniques 125
7.3 Clumping techniques 130
7.4 Constrained classification 133
7.5 Simultaneous clustering of individuals and variables 134
7.6 Summary 137
8 Some Final Comments and Guidelines 141
8.1 Introduction 141
8.2 Using clustering techniques in practice 141
8.3 Assessing clustering solutions 142
8.4 Comparing classifications 146
8.5 Summary 148
Appendix A Software 151
A.I Introduction 151
A.2 BMDP 151
A.3 SPSS 152
A.4 SAS 152
A.5 CLUSTAN 152
A.6 SYSTAT 153
A.7 NTSYS 153
A.8 CLUSTAR 153
References 155
Index 165
|
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| indexdate | 2024-07-09T17:07:11Z |
| institution | BVB |
| isbn | 0470220430 0340584793 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-005024789 |
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| physical | VIII, 170 S. graph. Darst. |
| publishDate | 1993 |
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| spelling | Everitt, Brian 1944- Verfasser (DE-588)121459411 aut Cluster analysis Brian S. Everitt 3. ed. London [u.a.] Arnold 1993 VIII, 170 S. graph. Darst. txt rdacontent n rdamedia nc rdacarrier Classification automatique (statistique) ram Clusteranalyse gtt Estatistica larpcal Cluster analysis Cluster-Analyse (DE-588)4070044-6 gnd rswk-swf Cluster-Analyse (DE-588)4070044-6 s DE-604 HBZ Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=005024789&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Everitt, Brian 1944- Cluster analysis Classification automatique (statistique) ram Clusteranalyse gtt Estatistica larpcal Cluster analysis Cluster-Analyse (DE-588)4070044-6 gnd |
| subject_GND | (DE-588)4070044-6 |
| title | Cluster analysis |
| title_auth | Cluster analysis |
| title_exact_search | Cluster analysis |
| title_full | Cluster analysis Brian S. Everitt |
| title_fullStr | Cluster analysis Brian S. Everitt |
| title_full_unstemmed | Cluster analysis Brian S. Everitt |
| title_short | Cluster analysis |
| title_sort | cluster analysis |
| topic | Classification automatique (statistique) ram Clusteranalyse gtt Estatistica larpcal Cluster analysis Cluster-Analyse (DE-588)4070044-6 gnd |
| topic_facet | Classification automatique (statistique) Clusteranalyse Estatistica Cluster analysis Cluster-Analyse |
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