R2-EMOA: Focused Multiobjective Search Using R2-Indicator-Based Selection

An indicator-based evolutionary multiobjective optimization algorithm (EMOA) is introduced which incorporates the contribution to the unary R2-indicator as the secondary selection criterion. First experiments indicate that the R2-EMOA accurately approximates the Pareto front of the considered contin...

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Published inLearning and Intelligent Optimization Vol. 7997; pp. 70 - 74
Main Authors Trautmann, Heike, Wagner, Tobias, Brockhoff, Dimo
Format Book Chapter
LanguageEnglish
Published Germany Springer Berlin / Heidelberg 2013
Springer Berlin Heidelberg
SeriesLecture Notes in Computer Science
Subjects
EMOA
Indicator-based selection
Multiobjective optimization
Performance assessment
Preferences
R2-indicator
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Abstract An indicator-based evolutionary multiobjective optimization algorithm (EMOA) is introduced which incorporates the contribution to the unary R2-indicator as the secondary selection criterion. First experiments indicate that the R2-EMOA accurately approximates the Pareto front of the considered continuous multiobjective optimization problems. Furthermore, decision makers’ preferences can be included by adjusting the weight vector distributions of the indicator which results in a focused search behavior.
AbstractList An indicator-based evolutionary multiobjective optimization algorithm (EMOA) is introduced which incorporates the contribution to the unary R2-indicator as the secondary selection criterion. First experiments indicate that the R2-EMOA accurately approximates the Pareto front of the considered continuous multiobjective optimization problems. Furthermore, decision makers’ preferences can be included by adjusting the weight vector distributions of the indicator which results in a focused search behavior.
Author Trautmann, Heike
Wagner, Tobias
Brockhoff, Dimo
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Snippet An indicator-based evolutionary multiobjective optimization algorithm (EMOA) is introduced which incorporates the contribution to the unary R2-indicator as the...
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StartPage 70
SubjectTerms EMOA
Indicator-based selection
Multiobjective optimization
Performance assessment
Preferences
R2-indicator
Title R2-EMOA: Focused Multiobjective Search Using R2-Indicator-Based Selection
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