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Parallel Genetic Algorithms

Name: Parallel Genetic Algorithms
Brand: Springer, Berlin
SKU: 02016903
Price: 37512 HUF
Availability: InStock
Author: Gabriel Luque
ISBN: 9783642268687

Theory and Real World Applications

Gabriel Luque

Enrique Alba

Language

English

Book Paperback

Libristo code: 02016903

Publishers Springer, Berlin, November 2012

This book is the result of several years of research trying to better characterize parallel genetic... Full description

Libristo code: 02016903

249 b

37 512 Ft

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This book is the result of several years of research trying to better characterize parallel genetic algorithms (pGAs) as a powerful tool for optimization, search, and learning. Readers can learn how to solve complex tasks by reducing their high computational times. Dealing with two scientific fields (parallelism and GAs) is always difficult, and the book seeks at gracefully introducing from basic concepts to advanced topics.§The presentation is structured in three parts. The first one is targeted to the algorithms themselves, discussing their components, the physical parallelism, and best practices in using and evaluating them. A second part deals with the theory for pGAs, with an eye on theory-to-practice issues. A final third part offers a very wide study of pGAs as practical problem solvers, addressing domains such as natural language processing, circuits design, scheduling, and genomics. §This volume will be helpful both for researchers and practitioners. The first part shows pGAs to either beginners and mature researchers looking for a unified view of the two fields: GAs and parallelism. The second part partially solves (and also opens) new investigation lines in theory of pGAs. The third part can be accessed independently for readers interested in applications. The result is an excellent source of information on the state of the art and future developments in parallel GAs.§