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Evolutionary Algorithms for Solving Multi-Objective Problems - Carlos Coello Coello

Evolutionary Algorithms for Solving Multi-Objective Problems

By: Carlos Coello Coello, Gary B. Lamont, David A. van Veldhuizen

eText | 26 August 2007 | Edition Number 2

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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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Non-FictionMathematicsApplied MathematicsProbability & StatisticsComputing & I.T.Computer Programming & Software DevelopmentAlgorithms & Data StructuresComputer ScienceArtificial IntelligenceOptimisation

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