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Foundations in Grammatical Evolution for Dynamic Environments

Foundations in Grammatical Evolution for Dynamic Environments

Hardcover

Series: Studies in Computational Intelligence, Book 194

EconomicsGeneral ComputersGeneral Mathematics

ISBN10: 3642003133
ISBN13: 9783642003134
Publisher: Springer Nature
Published: Apr 7 2009
Pages: 189
Weight: 1.02
Height: 0.50 Width: 6.14 Depth: 9.21
Language: English

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.

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