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Theory and principled methods for the design of metaheuristics

Metaheuristics, and evolutionary algorithms in particular, are known to provide efficient, adaptable solutions for many real-world problems, but the often informal way in which they are defined and applied has led to misconceptions, and even successful applications are sometimes the outcome of trial...

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Detalles Bibliográficos
Autores principales: Borenstein, Yossi, Moraglio, Alberto
Lenguaje:eng
Publicado: Springer 2013
Materias:
Acceso en línea:http://cds.cern.ch/record/1668363
Descripción
Sumario:Metaheuristics, and evolutionary algorithms in particular, are known to provide efficient, adaptable solutions for many real-world problems, but the often informal way in which they are defined and applied has led to misconceptions, and even successful applications are sometimes the outcome of trial and error. Ideally, theoretical studies should explain when and why metaheuristics work, but the challenge is huge: mathematical analysis requires significant effort even for simple scenarios and real-life problems are usually quite complex.  In this book the editors establish a bridge between theo