Fuzzy cluster analysis: methods for classification, data analysis and image recognition
Gespeichert in:
| Format: | Buch |
|---|---|
| Sprache: | English German |
| Veröffentlicht: |
Chichester u.a.
Wiley
1999
|
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | X, 289 S. graph. Darst. |
| ISBN: | 0471988642 |
Internformat
MARC
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| 650 | 7 | |a classification |2 inriac | |
| 650 | 7 | |a ensemble flou |2 inriac | |
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Datensatz im Suchindex
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|---|---|
| adam_text | FUZZY CLUSTER ANALYSIS METHODS FOR CLASSIFICATION, DATA ANALYSIS AND
IMAGE RECOGNITION FRANK HOPPNER GERMAN AEROSPACE CENTER, BRAUNSCHWEIG,
GERMANY FRANK KLAWONN UNIVERSITY OF OSTFRIESLAND, EMDEN, GERMANY RUDOLF
KRUSE UNIVERSITY OF MAGDEBURG, GERMANY THOMAS RUNKLER SIEMENS AG,
MUNICH, GERMANY JOHN WILEY & SONS, LTD CHICHESTER * NEW YORK * WEINHEIM
* BRISBANE * SINGAPORE * TORONTO CONTENTS PREFACE IX INTRODUCTION * 1
BASIC CONCEPTS 5 1.1 ANALYSIS OF DATA 5 1.2 CLUSTER ANALYSIS 8 1.3
OBJECTIVE FUNCTION-BASED CLUSTER ANALYSIS 11 1.4 FUZZY ANALYSIS OF DATA
17 1.5 SPECIAL OBJECTIVE FUNCTIONS 20 1.6 A PRINCIPAL CLUSTERING
ALGORITHM . 28 1.7 UNKNOWN NUMBER OF CLUSTERS PROBLEM 31 CLASSICAL
FUZZY CLUSTERING ALGORITHMS 35 2.1 THE FUZZY C-MEANS ALGORITHM 37 2.2
THE GUSTAFSON-KESSEL ALGORITHM 43 2.3 THE GATH-GEVA ALGORITHM 49 2.4
SIMPLIFIED VERSIONS OF GK AND GG 54 2.5 COMPUTATIONAL EFFORT 58 LINEAR
AND ELLIPSOIDAL PROTOTYPES 61 3.1 THE FUZZY C-VARIETIES ALGORITHM 61 3.2
THE ADAPTIVE FUZZY CLUSTERING ALGORITHM 70 3.3 ALGORITHMS BY
GUSTAFSON/KESSEL AND GATH/GEVA 74 3.4 COMPUTATIONAL EFFORT 75 SHELL
PROTOTYPES 77 4.1 THE FUZZY C-SHELLS ALGORITHM 78 4.2 THE FUZZY
C-SPHERICAL SHELLS ALGORITHM 83 4.3 THE ADAPTIVE FUZZY C-SHELLS
ALGORITHM 86 VI CONTENTS 4.4 THE FUZZY C-ELLIPSOIDAL SHELLS ALGORITHM 92
4.5 THE FUZZY C-ELLIPSES ALGORITHM 99 4.6 THE FUZZY C-QUADRIC SHELLS
ALGORITHM 101 4.7 THE MODIFIED FCQS ALGORITHM 107 4.8 COMPUTATIONAL
EFFORT 113 5 POLYGONAL OBJECT BOUNDARIES 115 5.1 DETECTION OF RECTANGLES
117 5.2 THE FUZZY C-RECTANGULAR SHELLS ALGORITHM 132 5.3 THE FUZZY
C-2-RECTANGULAR SHELLS ALGORITHM 145 5.4 COMPUTATIONAL EFFORT 155 6
CLUSTER. ESTIMATION MODELS 157 6.1 AO MEMBERSHIP FUNCTIONS 158 6.2 ACE
MEMBERSHIP FUNCTIONS 159 6.3 HYPERCONIC CLUSTERING (DANCING CONES) 161
6.4 PROTOTYPE DEFUZZIFICATION 165 6.5 ACE FOR HIGHER-ORDER PROTOTYPES
171 6.6 ACCELERATION OF THE CLUSTERING PROCESS 177 6.6.1 FAST
ALTERNATING CLUSTER ESTIMATION (FACE) . . . . 178 6.6.2 REGULAR
ALTERNATING CLUSTER ESTIMATION (RACE) . . 182 6.7 COMPARISON: AO AND ACE
183 7 CLUSTER VALIDITY 185 7.1 GLOBAL VALIDITY MEASURES 188 7.1.1 SOLID
CLUSTERING VALIDITY MEASURES 188 7.1.2 SHELL CLUSTERING VALIDITY
MEASURES 198 7.2 LOCAL VALIDITY MEASURES 200 7.2.1 THE COMPATIBLE
CLUSTER MERGING ALGORITHM 201 7.2.2 THE UNSUPERVISED FCSS ALGORITHM 207
7.2.3 THE CONTOUR DENSITY CRITERION 215 7.2.4 THE UNSUPERVISED (M)FCQS
ALGORITHM 221 7.3 INITIALIZATION BY EDGE DETECTION 233 8 RULE GENERATION
WITH CLUSTERING 239 8.1 FROM MEMBERSHIP MATRICES TO MEMBERSHIP FUNCTIONS
239 8.1.1 INTERPOLATION 240 8.1.2 PROJECTION AND CYLINDRICAL EXTENSION
241 8.1.3 CONVEX COMPLETION ; 243 8.1.4 APPROXIMATION 244 8.1.5 CLUSTER
ESTIMATION WITH ACE 247 CONTENTS VII 8.2 RULES FOR FUZZY CLASSIFIERS 248
8.2.1 INPUT SPACE CLUSTERING 249 8.2.2 CLUSTER PROJECTION 250 8.2.3
INPUT OUTPUT PRODUCT SPACE CLUSTERING 261 8.3 RULES FOR FUNCTION
APPROXIMATION 261 8.3.1 INPUT OUPUT PRODUCT SPACE CLUSTERING 261 8.3.2
INPUT SPACE CLUSTERING 266 8.3.3 OUTPUT SPACE CLUSTERING 268 8.4 CHOICE
OF THE CLUSTERING DOMAIN 268 APPENDIX 271 A.I NOTATION 271 A.2 INFLUENCE
OF SCALING ON THE CLUSTER PARTITION 271 A.3 OVERVIEW ON FCQS CLUSTER
SHAPES . 274 A.4 TRANSFORMATION TO STRAIGHT LINES 274 REFERENCES 277
INDEX 286
|
| any_adam_object | 1 |
| building | Verbundindex |
| bvnumber | BV012912559 |
| callnumber-first | Q - Science |
| callnumber-label | QA278 |
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| ctrlnum | (OCoLC)41070832 (DE-599)BVBBV012912559 |
| dewey-full | 519.5/3 |
| dewey-hundreds | 500 - Natural sciences and mathematics |
| 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 | Informatik Mathematik Wirtschaftswissenschaften |
| format | Book |
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| id | DE-604.BV012912559 |
| illustrated | Illustrated |
| indexdate | 2024-07-09T18:35:55Z |
| institution | BVB |
| isbn | 0471988642 |
| language | English German |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-008789404 |
| oclc_num | 41070832 |
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| owner_facet | DE-91G DE-BY-TUM DE-11 DE-188 |
| physical | X, 289 S. graph. Darst. |
| publishDate | 1999 |
| publishDateSearch | 1999 |
| publishDateSort | 1999 |
| publisher | Wiley |
| record_format | marc |
| spelling | Fuzzy-Clusteranalysen Fuzzy cluster analysis methods for classification, data analysis and image recognition Frank Höppner .... Chichester u.a. Wiley 1999 X, 289 S. graph. Darst. txt rdacontent n rdamedia nc rdacarrier Classification automatique (statistique) ram Clusteranalyse gtt Data-analyse gtt Ensembles flous ram Fuzzy sets gtt Patroonherkenning gtt analyse donnée inriac classification inriac ensemble flou inriac reconnaissance image inriac Cluster analysis Fuzzy sets Fuzzy-Menge (DE-588)4061868-7 gnd rswk-swf Cluster-Analyse (DE-588)4070044-6 gnd rswk-swf Cluster-Analyse (DE-588)4070044-6 s Fuzzy-Menge (DE-588)4061868-7 s DE-604 Höppner, Frank Sonstige oth GBV Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=008789404&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Fuzzy cluster analysis methods for classification, data analysis and image recognition Classification automatique (statistique) ram Clusteranalyse gtt Data-analyse gtt Ensembles flous ram Fuzzy sets gtt Patroonherkenning gtt analyse donnée inriac classification inriac ensemble flou inriac reconnaissance image inriac Cluster analysis Fuzzy sets Fuzzy-Menge (DE-588)4061868-7 gnd Cluster-Analyse (DE-588)4070044-6 gnd |
| subject_GND | (DE-588)4061868-7 (DE-588)4070044-6 |
| title | Fuzzy cluster analysis methods for classification, data analysis and image recognition |
| title_alt | Fuzzy-Clusteranalysen |
| title_auth | Fuzzy cluster analysis methods for classification, data analysis and image recognition |
| title_exact_search | Fuzzy cluster analysis methods for classification, data analysis and image recognition |
| title_full | Fuzzy cluster analysis methods for classification, data analysis and image recognition Frank Höppner .... |
| title_fullStr | Fuzzy cluster analysis methods for classification, data analysis and image recognition Frank Höppner .... |
| title_full_unstemmed | Fuzzy cluster analysis methods for classification, data analysis and image recognition Frank Höppner .... |
| title_short | Fuzzy cluster analysis |
| title_sort | fuzzy cluster analysis methods for classification data analysis and image recognition |
| title_sub | methods for classification, data analysis and image recognition |
| topic | Classification automatique (statistique) ram Clusteranalyse gtt Data-analyse gtt Ensembles flous ram Fuzzy sets gtt Patroonherkenning gtt analyse donnée inriac classification inriac ensemble flou inriac reconnaissance image inriac Cluster analysis Fuzzy sets Fuzzy-Menge (DE-588)4061868-7 gnd Cluster-Analyse (DE-588)4070044-6 gnd |
| topic_facet | Classification automatique (statistique) Clusteranalyse Data-analyse Ensembles flous Fuzzy sets Patroonherkenning analyse donnée classification ensemble flou reconnaissance image Cluster analysis Fuzzy-Menge Cluster-Analyse |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=008789404&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
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