New Frontier In Evolutionary Algorithms: Theory And Applications
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A01=Hitoshi Iba
A01=Nasimul Noman
Alife and AI Techniques
Author_Hitoshi Iba
Author_Nasimul Noman
Category=UMB
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eq_computing
eq_isMigrated=1
eq_isMigrated=2
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Foraging Strategies
Genetic Algorithms
Memetic Concepts
Optimization
Swarm Intelligence
Product details
- ISBN 9781848166813
- Publication Date: 05 Sep 2011
- Publisher: Imperial College Press
- Publication City/Country: GB
- Product Form: Hardback
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This book delivers theoretical and practical knowledge of Genetic Algorithms (GA) for the purpose of practical applications. It provides a methodology for a GA-based search strategy with the integration of several Artificial Life and Artificial Intelligence techniques, such as memetic concepts, swarm intelligence, and foraging strategies. The development of such tools contributes to better optimizing methodologies when addressing tasks from areas such as robotics, financial forecasting, and data mining in bioinformatics.The emphasis of this book is on applicability to the real world. Tasks from application areas - optimization of the trading rule in foreign exchange (FX) and stock prices, economic load dispatch in power system, exit/door placement for evacuation planning, and gene regulatory network inference in bioinformatics - are studied, and the resultant empirical investigations demonstrate how successful the proposed approaches are when solving real-world tasks of great importance.
