Fuzzy Cluster Analysis: Methods for Classification, Data Analysis and Image Recognition - Rilegato

Rilegato

ISBN 10: 0471988642 ISBN 13: 9780471988649

Casa editrice: John Wiley & Sons Inc, 1999

Riassunto

Dieser Band konzentriert sich auf Konzepte, Algorithmen und Anwendungen des Fuzzy Clustering. In sich geschlossen werden Techniken wie das Fuzzy-c-Mittel und die Gustafson-Kessel- und Gath- und Gava-Algorithmen behandelt, wobei vom Leser keine Vorkenntnisse auf dem Gebiet von Fuzzy-Systemen erwartet werden. Durch anschauliche Anwendungsbeispiele eignet sich das Buch als Einführung für Praktiker der Datenanalyse, der Bilderkennung und der angewandten Mathematik. (05/99)

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Informazioni sull?autore

Frank Höppner and Frank Klawonn are the authors of Fuzzy Cluster Analysis: Methods for Classification, Data Analysis and Image Recognition, published by Wiley.

Dalla quarta di copertina

Fuzzy Cluster Analysis presents advanced and powerful fuzzy clustering techniques. This thorough and self-contained introduction to fuzzy clustering methods and applications covers classification, image recognition, data analysis and rule generation. Combining theoretical and practical perspectives, each method is analysed in detail and fully illustrated with examples. Features include:
* Sections on inducing fuzzy if-then rules by fuzzy clustering and non-alternating optimization fuzzy clustering algorithms
* Discussion of solid fuzzy clustering techniques like the fuzzy c-means, the Gustafson-Kessel and the Gath-and-Geva algorithm for classification problems
* Focus on linear and shell clustering techniques used for detecting contours in image analysis
* Accompanying software and data sets pertaining to the examples presented, enabling the reader to learn through experimentation
* Examination of the difficulties involved in evaluating the results of fuzzy cluster analysis and of determining the number of clusters with analysis of global and local validity measures
* Description of different fuzzy clustering techniques allowing the user to select the method most appropriate to a particular problem
Computer scientists, engineers and mathematicians in industry and research who are concerned with fuzzy clustering methods, data analysis, pattern recognition or image processing will find this a timely and accessible resource. Graduate students in computer science, mathematics or statistics will value this comprehensive overview of the applications of fuzzy methods. Download accompanying program and data sets from our website

Dettagli dell'edizione

• Editore: John Wiley & Sons Inc
• Data di pubblicazione: 1999
• Lingua: Inglese
• ISBN 10: 0471988642
• ISBN 13: 9780471988649
• Rilegatura: Copertina rigida
• Numero di pagine: 289
• Redattore: Hoppner Frank, Klawonn Frank, Kruse Rudolf, Runkler Thomas
• Contatto del produttore: non disponibile
• Persona responsabile: non disponibile