Parallel Genetic Algorithms

Name: Parallel Genetic Algorithms
Brand: Springer, Berlin
SKU: 9783642268687
Price: 553.26 RON
Availability: InStock

Theory and Real World Applications

Autor: Gabriel Luque, Enrique Alba

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Editura: Springer, Berlin

Disponibilitate: În depozitul extern

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

Informații despre carte

Autor

Gabriel Luque, Enrique Alba

Limbă

engleză

Legare

Carte - Carte broșată

Publicat

2013

Pagini

172

EAN

9783642268687

ISBN

3642268684

Enbook ID

02016903

Editura

Springer, Berlin

Greutate

290

Dimensiuni

153 x 13 x 241

Descriere completă

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.§

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Parallel Genetic Algorithms

Theory and Real World Applications

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