New Frontier In Evolutionary Algorithms: Theory And Applications

Author:   Hitoshi Iba (Univ Of Tokyo, Japan) ,  Nasimul Noman (Univ Of Tokyo, Japan)
Publisher:   Imperial College Press
ISBN:  

9781848166813


Pages:   316
Publication Date:   05 September 2011
Format:   Hardback
Availability:   In Print   Availability explained
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New Frontier In Evolutionary Algorithms: Theory And Applications


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Overview

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.

Full Product Details

Author:   Hitoshi Iba (Univ Of Tokyo, Japan) ,  Nasimul Noman (Univ Of Tokyo, Japan)
Publisher:   Imperial College Press
Imprint:   Imperial College Press
Dimensions:   Width: 15.50cm , Height: 2.50cm , Length: 22.90cm
Weight:   0.612kg
ISBN:  

9781848166813


ISBN 10:   1848166818
Pages:   316
Publication Date:   05 September 2011
Audience:   College/higher education ,  Professional and scholarly ,  Tertiary & Higher Education ,  Professional & Vocational
Format:   Hardback
Publisher's Status:   Active
Availability:   In Print   Availability explained
This item will be ordered in for you from one of our suppliers. Upon receipt, we will promptly dispatch it out to you. For in store availability, please contact us.

Table of Contents

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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