Computational Intelligence
John Wiley & Sons Ltd (Verlag)
978-0-470-84870-8 (ISBN)
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Key features include: A balanced treatment of the different computational intelligence paradigms Inclusion of swarm intelligence Coverage of the most recent developments in computational intelligence Complete algorithms presented in pseudo-code to allow implementation in any language Includes numerous exercises to involve and stimulate the reader further The careful and considered approach to this key subject makes this book appropriate for both the first-time reader, as well as individuals already active in the field.
List of Figures.Preface.PART I: INTRODUCTION.Introduction to Computational Intelligence.PART II: ARTIFICIAL NEURAL NETWORKS.The Artificial Neuron.Supervised Learning Neural Networks.Unsupervised Learning Neural Networks.Radial Basis Function Networks.Reinforcement Learning.Performance Issues (Supervised Learning).PART III: EVOLUTIONARY COMPUTING.Introduction to Evolutionary Computing.Genetic Algorithms.Genetic Programming.Evolutionary Programming.Evolutionary Strategies.Differential Evolution.Cultural Evolution.Coevolution.PART IV: SWARM INTELLIGENCE.Particle Swarm Optimization.Ant Colony Optimization.PART V: FUZZY SYSTEMS.Fuzzy Systems.Fuzzy Inferencing Systems.Fuzzy Controllers.Rough Sets.CONCLUSION.Bibliography.Further Reading.A: Acronyms.B: Symbols.Index.
Erscheint lt. Verlag | 13.9.2002 |
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Zusatzinfo | bibliography, index |
Verlagsort | Chichester |
Sprache | englisch |
Maße | 181 x 255 mm |
Gewicht | 714 g |
Einbandart | gebunden |
Themenwelt | Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik |
Technik ► Elektrotechnik / Energietechnik | |
ISBN-10 | 0-470-84870-7 / 0470848707 |
ISBN-13 | 978-0-470-84870-8 / 9780470848708 |
Zustand | Neuware |
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