Spatially Structured Evolutionary Algorithms: Artificial Evolution in Space and Time Natural Computing Series

Name: Spatially Structured Evolutionary Algorithms: Artificial Evolution in Space and Time Natural Computing Series
Brand: Springer
SKU: 21720029
Price: 1411.00 ZAR
Availability: InStock

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Features

Author	Marco Tomassini
Format	Hardcover
ISBN	9783540241935
Publisher	Springer
Manufacturer	Springer

Description

Evolutionary algorithms (EA) today are a mature problem-solving family of heuristics that has found its way into many practical important real-life problems and into leading-edge scientific research. Spatially structured EA have different properties than standard mixing EA. By virtue of the structured disposition of the population members they bring about new dynamical features that can be harnessed to solve difficult problems faster and more efficiently.

This book describes the state of the art in spatially structuredEA by using graph concepts as a unifying theme. The models, their analysis, and their empirical behavior are presented in detail. Moreover, there is new material on non-standard networked population structures such as small-world networks.

The book should be of interest to advanced undergraduate and graduate students working in evolutionary computation, machine learning, and optimization. It should also be useful to researchers and professionals working in fields where the topological structure of populations and their evolution plays a role.

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