Fuzzy clustering models and applications: with 39 tables
Gespeichert in:
| Hauptverfasser: | , , |
|---|---|
| Format: | Buch |
| Sprache: | German |
| Veröffentlicht: |
Heidelberg u.a.
Physica-Verl.
1997
|
| Schriftenreihe: | Studies in fuzziness and soft computing
9 |
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | IX, 122 S. graph. Darst. |
| ISBN: | 3790810266 |
Internformat
MARC
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Datensatz im Suchindex
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|---|---|
| adam_text | MIKA SATO * YOSHIHARU SATO LAKHMI C. JAIN FUZZY CLUSTERING MODELS AND
APPLICATIONS WITH 80 FIGURES AND 39 TABLES PHYSICA-VERLAG A
SPRINGER-VERLAG COMPANY CONTENTS PREFACE V 1 INTRODUCTION TO FUZZY
CLUSTERING 1 2 FUZZY CLUSTERING FOR 3-WAY DATA 3 2.1 INTRODUCTION 3 2.2
MULTICRITERIA OPTIMIZATION PROBLEM 6 2.3 MULTICRITERIA CLUSTERING
PROBLEM FOR 3-WAY DATA . . . . 9 2.4 FEATURES OF PARETO EFFICIENT FUZZY
CLUSTERING 13 2.5 EXAMPLES 17 2.6 CONCLUSION 24 3 ADDITIVE CLUSTERING
MODELS 27 3.1 INTRODUCTION 27 3.2 ADDITIVE FUZZY CLUSTERING MODEL 28
3.2.1 SIMPLE ADDITIVE FUZZY CLUSTERING MODEL . . . . 28 3.2.2
OVERLAPPING ADDITIVE FUZZY CLUSTERING MODEL . 30 3.2.3 ADDITIVE FUZZY
CLUSTERING MODEL FOR ORDINAL SIMILARITY 30 3.2.4 REPRODUCTION AND
ROBUSTNESS 31 3.2.5 UNIQUENESS OF SOLUTIONS 36 3.2.6 EXAMPLE 37 3.3
FUZZY CLUSTERING MODEL FOR FUZZY DATA 42 3.3.1 FUZZY DATA 43 3.3.2 FUZZY
DISSIMILARITY 45 3.3.3 ADDITIVE FUZZY CLUSTERING MODEL BASED ON FUZZY
DISSIMILARITY 46 VIII CONTENTS 3.3.4 EXAMPLE 46 3.4 CONCLUSION 51 4
GENERAL FUZZY CLUSTERING MODEL USING AGGREGATION OPERATORS 57 4.1
GENERALIZED FUZZY CLUSTERING MODEL 57 4.1.1 MODEL USING THE ALGEBRAIC
PRODUCT 59 4.1.2 MODEL USING THE MINIMUM 59 4.1.3 MODEL USING THE
HAMACHER PRODUCT AND THE EINSTEIN PRODUCT 61 4.2 FEATURES OF AGGREGATION
OPERATORS 61 4.3 ROBUSTNESS 63 4.4 EXAMPLE 66 4.5 CONCLUSION 68 5 FUZZY
CLUSTERING FOR ASYMMETRIC SIMILARITY 69 5.1 SIMILARITY BETWEEN CLUSTERS
71 5.1.1 ALGEBRAIC PRODUCT 72 5.1.2 MINIMUM 73 5.1.3 HAMACHER PRODUCT
AND EINSTEIN PRODUCT 75 5.1.4 OVERLAPPING FUZZY CLUSTERING MODEL FOR
ASYMMETRIC SIMILARITY 75 5.1.5 FUZZY CLUSTERING MODEL FOR ORDINAL
SIMILARITY . 75 5.2 IDENTIFIABILITY OF THE SOLUTION 76 5.3 SELECTION OF
AGGREGATION OPERATORS 76 5.4 EXAMPLE 78 5.5 ASYMMETRIC AGGREGATION
OPERATOR 87 5.5.1 FEATURES OF ASYMMETRIC AGGREGATION OPERATORS . 89
5.5.2 EXAMPLE 96 5.6 ADDITIVE FUZZY CLUSTERING MODEL AND THE VALIDITY
MEASURE 102 5.6.1 VALIDITY MEASURE AND CLUSTERING CRITERION . . . . 102
5.6.2 EXAMPLE 102 5.7 ARTIFICIAL NEURAL NETWORKS 104 5.7.1 THE
ARTIFICIAL NEURON 104 5.7.2 THE PERCEPTRON 105 5.7.3 ACTIVATION
FUNCTIONS 106 5.7.4 TWO LAYER NEURAL NETWORK 108 5.7.5 TYPES OF NEURAL
NETWORKS 108 CONTENTS IX 5.7.6 LEARNING 109 5.7.7 THE MULTILAYER
PERCEPTRON (MLP) NEURAL -NETWORKS 110 5.7.8 IMPLEMENTATION OF CLUSTERING
MODEL BY USING NEURAL NETWORKS 114 BIBLIOGRAPHY 117
|
| any_adam_object | 1 |
| author | Satō, Mika 1966- Satō, Yoshiharu 1946- Jain, L. C. 1946- |
| author_GND | (DE-588)115758984 (DE-588)115759026 (DE-588)121388999 |
| author_facet | Satō, Mika 1966- Satō, Yoshiharu 1946- Jain, L. C. 1946- |
| author_role | aut aut aut |
| author_sort | Satō, Mika 1966- |
| author_variant | m s ms y s ys l c j lc lcj |
| building | Verbundindex |
| bvnumber | BV011446006 |
| classification_rvk | QH 234 |
| ctrlnum | (OCoLC)246895580 (DE-599)BVBBV011446006 |
| discipline | Wirtschaftswissenschaften |
| format | Book |
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| id | DE-604.BV011446006 |
| illustrated | Illustrated |
| indexdate | 2024-07-09T18:09:55Z |
| institution | BVB |
| isbn | 3790810266 |
| language | German |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-007699171 |
| oclc_num | 246895580 |
| open_access_boolean | |
| owner | DE-12 DE-N2 DE-384 DE-739 DE-634 |
| owner_facet | DE-12 DE-N2 DE-384 DE-739 DE-634 |
| physical | IX, 122 S. graph. Darst. |
| publishDate | 1997 |
| publishDateSearch | 1997 |
| publishDateSort | 1997 |
| publisher | Physica-Verl. |
| record_format | marc |
| series | Studies in fuzziness and soft computing |
| series2 | Studies in fuzziness and soft computing |
| spelling | Satō, Mika 1966- Verfasser (DE-588)115758984 aut Fuzzy clustering models and applications with 39 tables Mika Sato ; Yoshiharu Sato ; Lakhmi C. Jain Heidelberg u.a. Physica-Verl. 1997 IX, 122 S. graph. Darst. txt rdacontent n rdamedia nc rdacarrier Studies in fuzziness and soft computing 9 Cluster (DE-588)4010318-3 gnd rswk-swf Fuzzy-Logik (DE-588)4341284-1 gnd rswk-swf Cluster-Analyse (DE-588)4070044-6 gnd rswk-swf Fuzzy-Logik (DE-588)4341284-1 s Cluster (DE-588)4010318-3 s DE-604 Cluster-Analyse (DE-588)4070044-6 s Satō, Yoshiharu 1946- Verfasser (DE-588)115759026 aut Jain, L. C. 1946- Verfasser (DE-588)121388999 aut Studies in fuzziness and soft computing 9 (DE-604)BV021858135 9 GBV Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=007699171&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Satō, Mika 1966- Satō, Yoshiharu 1946- Jain, L. C. 1946- Fuzzy clustering models and applications with 39 tables Studies in fuzziness and soft computing Cluster (DE-588)4010318-3 gnd Fuzzy-Logik (DE-588)4341284-1 gnd Cluster-Analyse (DE-588)4070044-6 gnd |
| subject_GND | (DE-588)4010318-3 (DE-588)4341284-1 (DE-588)4070044-6 |
| title | Fuzzy clustering models and applications with 39 tables |
| title_auth | Fuzzy clustering models and applications with 39 tables |
| title_exact_search | Fuzzy clustering models and applications with 39 tables |
| title_full | Fuzzy clustering models and applications with 39 tables Mika Sato ; Yoshiharu Sato ; Lakhmi C. Jain |
| title_fullStr | Fuzzy clustering models and applications with 39 tables Mika Sato ; Yoshiharu Sato ; Lakhmi C. Jain |
| title_full_unstemmed | Fuzzy clustering models and applications with 39 tables Mika Sato ; Yoshiharu Sato ; Lakhmi C. Jain |
| title_short | Fuzzy clustering models and applications |
| title_sort | fuzzy clustering models and applications with 39 tables |
| title_sub | with 39 tables |
| topic | Cluster (DE-588)4010318-3 gnd Fuzzy-Logik (DE-588)4341284-1 gnd Cluster-Analyse (DE-588)4070044-6 gnd |
| topic_facet | Cluster Fuzzy-Logik Cluster-Analyse |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=007699171&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| volume_link | (DE-604)BV021858135 |
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