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Neuro–Fuzzy Pattern Recognition: Methods in Soft Computing (Wiley Series on Intelligent Systems) - Hardcover
Synopsis
The neuro–fuzzy approach to pattern recognition–a unique overview Recent years have seen a surge of interest in neuro–fuzzy computing, which combines fuzzy logic, neural networks, and soft computing techniques. This book focuses on the application of this new tool to the rapidly evolving area of pattern recognition. Written by two leaders in neural networks and soft computing research, this landmark work presents a unified, comprehensive treatment of the state of the art in the field. The authors consolidate a wealth of information previously cattered in disparate articles, journals, and edited volumes, explaining both the theory of neuro–fuzzy computing and the latest methodologies for performing different pattern recognition tasks in the neuro–fuzzy network–classification, feature evaluation, rule generation, knowledge extraction, and hybridization. Special emphasis is given to the integration of neuro–fuzzy methods with rough sets and genetic algorithms (GAs) to ensure more efficient recognition systems. Clear, concise, and fully referenced, Neuro–Fuzzy Pattern Recognition features extensive examples and highlights key applications in speech, machine learning, medicine, and forensic science. It is an extremely useful resource for scientists and engineers in laboratories and industry as well as for anyone seeking up–to–date information on the advantages of neuro–fuzzy pattern recognition in new computer technologies.
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About the Author
SANKAR K. PAL, PhD, is a distinguished scientist and founding head of the Machine Intelligence Unit at the Indian Statistical Institute in Calcutta. SUSHMITA MITRA, PhD, is an associate professor at the Indian Statistical Institute in Calcutta.
From the Back Cover
The neuro–fuzzy approach to pattern recognition–a unique overview Recent years have seen a surge of interest in neuro–fuzzy computing, which combines fuzzy logic, neural networks, and soft computing techniques. This book focuses on the application of this new tool to the rapidly evolving area of pattern recognition. Written by two leaders in neural networks and soft computing research, this landmark work presents a unified, comprehensive treatment of the state of the art in the field. The authors consolidate a wealth of information previously cattered in disparate articles, journals, and edited volumes, explaining both the theory of neuro–fuzzy computing and the latest methodologies for performing different pattern recognition tasks in the neuro–fuzzy network–classification, feature evaluation, rule generation, knowledge extraction, and hybridization. Special emphasis is given to the integration of neuro–fuzzy methods with rough sets and genetic algorithms (GAs) to ensure more efficient recognition systems. Clear, concise, and fully referenced, Neuro–Fuzzy Pattern Recognition features extensive examples and highlights key applications in speech, machine learning, medicine, and forensic science. It is an extremely useful resource for scientists and engineers in laboratories and industry as well as for anyone seeking up–to–date information on the advantages of neuro–fuzzy pattern recognition in new computer technologies.
"About this title" may belong to another edition of this title.
- PublisherWiley–Blackwell
- Publication date1999
- ISBN 10 0471348449
- ISBN 13 9780471348443
- BindingHardcover
- LanguageEnglish
- Number of pages408
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