Fuzzy Cluster Analysis Methods for Classification, Data Analysis and Image Recognition Hardcover - 1999 - 1st Edition
by Frank Höppner; Kruse, Rudolf.; Frank Klawonn; Thomas Runkler
First line
In everyday life, we often find statements like this: After a detailed analysis of the data available, we developed the opinion that the sales figures of our product could be increased by including the attribute fuzzy in the product's title.
From the rear cover
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
Details
- Title Fuzzy Cluster Analysis Methods for Classification, Data Analysis and Image Recognition
- Author Frank Höppner; Kruse, Rudolf.; Frank Klawonn; Thomas Runkler
- Binding Hardcover
- Edition number 1st
- Edition 1
- Pages 300
- Language ENG
- Publisher Wiley
- Date July 16, 1999
- Features Bibliography
- ISBN 9780471988649
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Fuzzy Cluster Analysis: Methods for Classification, Data Analysis and Image Recognition (Wiley IBM PC Series)
by Höppner, Frank
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Fuzzy Cluster Analysis: Methods for Classification, Data Analysis and Image Recognition
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Fuzzy Cluster Analysis
by Thomas Runkler Frank Klawonn Frank Höppner Rudolf Kruse
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