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Hybrid Intelligent Systems for Pattern Recognition Using Soft Computing
Details
This monograph describes new methods for intelligent pattern recognition using soft computing techniques including neural networks, fuzzy logic, and genetic algorithms. Hybrid intelligent systems that combine several soft computing techniques are needed due to the complexity of pattern recognition problems. Hybrid intelligent systems can have different architectures, which have an impact on the efficiency and accuracy of pattern recognition systems, to achieve the ultimate goal of pattern recognition. This book also shows results of the application of hybrid intelligent systems to real-world problems of face, fingerprint, and voice recognition. This monograph is intended to be a major reference for scientists and engineers applying new computational and mathematical tools to intelligent pattern recognition and can be also used as a textbook for graduate courses in soft computing, intelligent pattern recognition, computer vision, or applied artificial intelligence.
Describes the use of soft computing techniques for achieving pattern recognition in real-world applications Shows results of the application of hybrid intelligent systems to real-world problems of face, fingerprint, and voice recognition
Inhalt
Introduction to Pattern Recognition with Intelligent Systems.- Type-1 Fuzzy Logic.- Type-2 Fuzzy Logic and Intuitionistic Fuzzy Logic.- Supervised Neural Networks.- Unsupervised Neural Networks.- Modular Neural Networks.- Evolutionary Computing for Architecture Optimization.- Clustering with Intelligent Techniques.- Face Recognition with Modular Neural Networks and Fuzzy Measures.- Fingerprint Recognition with Modular Neural Networks and Fuzzy Measures.- Voice Recognition with Neural Networks and Genetic Algorithms.- Human Recognition Using Face, Fingerprint and Voice.
Weitere Informationen
- Allgemeine Informationen
- GTIN 09783642063251
- Sprache Englisch
- Auflage Softcover reprint of hardcover 1st edition 2005
- Größe H235mm x B155mm x T16mm
- Jahr 2010
- EAN 9783642063251
- Format Kartonierter Einband
- ISBN 364206325X
- Veröffentlichung 30.11.2010
- Titel Hybrid Intelligent Systems for Pattern Recognition Using Soft Computing
- Autor Oscar Castillo , Patricia Melin
- Untertitel An Evolutionary Approach for Neural Networks and Fuzzy Systems
- Gewicht 441g
- Herausgeber Springer Berlin Heidelberg
- Anzahl Seiten 288
- Lesemotiv Verstehen
- Genre Informatik