Computational Intelligence

Principles, Techniques and Applications

Amit Konar

708 pages, parution le 09/06/2005

Ajouter à une liste

Indisponible

Résumé

Computational Intelligence: Principles, Techniques and Applications presents both theories and applications of computational intelligence in a clear, precise and highly comprehensive style. The textbook addresses the fundamental aspects of fuzzy sets and logic, neural networks, evolutionary computing and belief networks. The application areas include fuzzy databases, fuzzy control, image understanding, expert systems, object recognition, criminal investigation, telecommunication networks, and intelligent robots. The book contains many numerical examples and homework problems with sufficient hints so that the students can solve them on their own. A CD-ROM containing the simulations is supplied with the book, to enable interested readers to develop their own application programs with the supplied C/ C++ toolbox.

Sommaire

An Introduction to Computational Intelligence
Fuzzy Sets and Relations
Fuzzy Logic and Approximate Reasoning
Fuzzy Logic in Process Control
Fuzzy Pattern Recognition
Fuzzy Databases and Possibilistic Reasoning
Introduction to Machine Learning Using Neural Nets
Supervised Neural Learning Algorithms
Unsupervised Neural Learning Algorithms
Competitive Learning Using Neural Nets
Neuro-Dynamic Programming by Reinforcement Learning
Evolutionary Computing Algorithms
Belief Calculus and Probabilistic Reasoning
Reasoning in Expert Systems Using Fuzzy Petri Nets
Image Matching Using Fuzzy Moment Descriptors
Behavioral Synergism of Soft Computing Tools
Object Recognition from Gray Images Using Fuzzy ADALINE Neurons
Distributed Machine Learning Using Fuzzy Cognitive Maps
Machine Learning Using Fuzzy Petri Nets
Computational Intelligence in Telecommunication Networks
Computational Intelligence in Mobile Robotics
Emerging Areas of Computational Intelligence
Research Problems for Graduate Thesis and Pre-Ph D Preparatory Courses
Appendix A: Sample Run of Programs Included in the CD
Appendix B: Evolutionary Algorithms of Current Interest
Index
About the Author

Voir tout

Replier

Caractéristiques techniques

	PAPIER
Éditeur(s)	Springer
Auteur(s)	Amit Konar
Parution	09/06/2005
Nb. de pages	708
Format	16 x 24
Couverture	Relié
Poids	1339g
Intérieur	Noir et Blanc
EAN13	9783540208983