Overview
- Reports recent research results of Grammatical Evolution in Dynamic Environments
Part of the book series: Studies in Computational Intelligence (SCI, volume 194)
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Table of contents (9 chapters)
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Front Matter
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Back Matter
Keywords
About this book
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.
Authors and Affiliations
Bibliographic Information
Book Title: Foundations in Grammatical Evolution for Dynamic Environments
Authors: Ian Dempsey, Michael O’Neill, Anthony Brabazon
Series Title: Studies in Computational Intelligence
DOI: https://doi.org/10.1007/978-3-642-00314-1
Publisher: Springer Berlin, Heidelberg
eBook Packages: Engineering, Engineering (R0)
Copyright Information: Springer-Verlag Berlin Heidelberg 2009
Hardcover ISBN: 978-3-642-00313-4Published: 07 April 2009
Softcover ISBN: 978-3-642-10140-3Published: 28 October 2010
eBook ISBN: 978-3-642-00314-1Published: 18 March 2009
Series ISSN: 1860-949X
Series E-ISSN: 1860-9503
Edition Number: 1
Number of Pages: XIV, 189
Topics: Applications of Mathematics, Mathematical and Computational Engineering, Artificial Intelligence, Economics, general