New frontiers in evolutionary algorithms : theory and applications
著者
書誌事項
New frontiers in evolutionary algorithms : theory and applications
Imperial College Press , Distributed by World Scientific Publishing, c2012
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注記
Includes bibliographical references (p. 285-296) and index
内容説明・目次
内容説明
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.
目次
- A Practical Guide to Genetic Algorithms using the Excel Simulator
- Real-valued GA and its Variants
- The Memetic Computing Approach
- Real-world Application of Evolutionary Algorithms.
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