Computational intelligence

An introduction

Andries P. Engelbrecht

310 pages, parution le 18/10/2002

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Résumé

Can computers be intelligent? This question causes even more debate than the definitions of intelligence. Computational intelligence is the study of adaptive mechanisms to enable or facilitate intelligent behaviour in complex and changing environments. As such, computational intelligence encompasses artificial neural networks, evolutionary computing, swarm intelligence and fuzzy systems. This book presents a systematic introduction to the fundamentals of computational intelligence, including in-depth treatments of the more important and most frequently used techniques. Numerous explanations and exercises allow readers to implement the different techniques themselves, and to apply these techniques to solve real-world, complex problems. Key features include:

State-of the-art coverage of the most recent developments in computational intelligence
Balanced treatment of the different computational intelligence paradigms
Complete algorithms in pseudo-code for easy implementation
Exercises to stimulate thought and to breed new ideas
Easily accessible style: ideal for readers new to the subject.

This comprehensive reference ranging from artificial neural networks to swarm intelligence will prove essential reading for undergraduates on third or fourth year and post-graduate courses in computer science as well as researchers new to the field.ContentsI- INTRODUCTION

Introduction to Computational Intelligence

II- ARTIFICAL NEURAL NETWORKS

The Artificial Neuron
Supervised Learning Neural Networks
Unsupervised Learning Neural Networks
Radial Basis Function Networks
Reinforcement Learning
Performance Issues (Supervised Learning)

III- EVOLUTIONARY COMPUTING

Introduction to Evolutionary computing
Genetic Algorithms
Genetic Programming
Evolutionary Programming
Evolutionary Strategies
Differential Evolution
Cultural Evolution
Coevolution

IV- SWARM INTELLIGENCE

Particle Swarm Optimization
Ant Colony Optimization

V- FUZZY SYSTEMS

Fuzzy Systems
Fuzzy Inferencing Systems
Fuzzy Controllers
Rough Sets

Caractéristiques techniques

	PAPIER
Éditeur(s)	Wiley
Auteur(s)	Andries P. Engelbrecht
Parution	18/10/2002
Nb. de pages	310
Format	17 x 25
Couverture	Relié
Poids	669g
Intérieur	Noir et Blanc
EAN13	9780470848708
ISBN13	978-0-470-84870-8