Evolutionary Algorithms for Solving Multi-Objective Problems

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Evolutionary Algorithms for Solving Multi-Objective Problems

Coello Coello

Rok vydania: 2007

Vydavateľ: Springer

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O knihe:

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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Vydavateľstvo: Springer

Rok vydania: 2007

Vydanie: 2nd ed.

ISBN: 978-0-387-33254-3

(9780387332543)

Väzba: tvrdá