Evolutionary Algorithms for Solving Multi-Objective Problems

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Evolutionary Algorithms for Solving Multi-Objective Problems

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Produktdetails

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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Produktspezifikationen

Autor
David A. van Veldhuizen
Format
gebundene Ausgabe
Sprachfassung
Englisch
Seiten
800
Erscheinungsdatum
2007-09-18
Verlag
Springer US

Produktkennung

Artikelnummer m0000C2Y29
EAN 9780387332543
GTIN 09780387332543

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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.

Produktspezifikationen

Autor
David A. van Veldhuizen
Format
gebundene Ausgabe
Sprachfassung
Englisch
Seiten
800
Erscheinungsdatum
2007-09-18
Verlag
Springer US

Produktkennung

Artikelnummer m0000C2Y29
EAN 9780387332543
GTIN 09780387332543

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