Foundations in Grammatical Evolution for Dynamic Environments / Edition 1 by Ian Dempsey, Michael O'Neill, Anthony Brabazon | | 9783642101403 | Paperback | Barnes & Noble
Foundations in Grammatical Evolution for Dynamic Environments / Edition 1

Foundations in Grammatical Evolution for Dynamic Environments / Edition 1

by Ian Dempsey, Michael O'Neill, Anthony Brabazon
     
 

ISBN-10: 3642101402

ISBN-13: 9783642101403

Pub. Date: 12/08/2010

Publisher: Springer Berlin Heidelberg

Dynamic environments abound, encompassing many real-world problems in fields as diverse as finance, engineering, biology and business. A vibrant research literature has emerged which takes inspiration from evolutionary processes to develop problem-solvers for these environments.

'Foundations in Grammatical Evolution for Dynamic Environments' is a cutting edge

Overview

Dynamic environments abound, encompassing many real-world problems in fields as diverse as finance, engineering, biology and business. A vibrant research literature has emerged which takes inspiration from evolutionary processes to develop problem-solvers for these environments.

'Foundations in Grammatical Evolution for Dynamic Environments' is a cutting edge volume illustrating current state of the art in applying grammar-based evolutionary computation to solve real-world problems in dynamic environments. The book provides a clear introduction to dynamic environments and the types of change that can occur. This is followed by a detailed description of evolutionary computation, concentrating on the powerful Grammatical Evolution methodology. It continues by addressing fundamental issues facing all Evolutionary Algorithms in dynamic problems, such as how to adapt and generate constants, how to enhance evolvability and maintain diversity. Finally, the developed methods are illustrated with application to the real-world dynamic problem of trading on financial time-series.

The book was written to be accessible to a wide audience and should be of interest to practitioners, academics and students, who are seeking to apply grammar-based evolutionary algorithms to solve problems in dynamic environments. 'Foundations in Grammatical Evolution for Dynamic Environments' is the second book dedicated to the topic of Grammatical Evolution.

Product Details

ISBN-13:
9783642101403
Publisher:
Springer Berlin Heidelberg
Publication date:
12/08/2010
Series:
Studies in Computational Intelligence Series, #194
Edition description:
Softcover reprint of hardcover 1st ed. 2009
Pages:
189
Product dimensions:
6.10(w) x 9.25(h) x 0.02(d)

Table of Contents

Grammatical Evolution.- Survey of EC in Dynamic Environments.- GE in Dynamic Environments.- Constant Creation and Adaptation in Grammatical Evolution.- Constant Creation with meta-Grammars.- Controlled Static Trading with GE.- Adaptive Dynamic Trading with GE.- Conclusions and the Future.

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