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Evolutionary Algorithms for Solving Multi-Objective Problems (Genetic and Evolutionary Computation)



eBook Information



Evolutionary Algorithms for Solving Multi-Objective Problems (Genetic and Evolutionary Computation)

ISBN  0387332545
Release Date  18 September 2007
Category  Miscellaneous
Tags  genetic,  
0387332545,  
evolutionary,  
genetic algorithm,  
differential evolution,  
objective,  
algorithm,  
multi-objective,  
evolution,  
object,  
genetic algorithms,  
natural computation,  
problems,  
"algorithms",  
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Description

Solving multi-objective problems is an evolving effort, and computer science and other related disciplines have given rise to many powerful deterministic and stochastic techniques for addressing these large-dimensional optimization problems. Evolutionary algorithms are one such generic stochastic approach that has proven to be successful and widely applicable in solving both single-objective and multi-objective problems.

This textbook is a second edition of Evolutionary Algorithms for Solving Multi-Objective Problems, significantly expanded and adapted for the classroom. The various features of multi-objective evolutionary algorithms are presented here in an innovative and student-friendly fashion, incorporating state-of-the-art research. The book disseminates the application of evolutionary algorithm techniques to a variety of practical problems, including test suites with associated performance based on a variety of appropriate metrics, as well as serial and parallel algorithm implementations.











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