Incorporation of decision-maker preferences in an interactive evolutionary multi-objective algorithm using a multi-criteria sorting

Here, an interactive method is proposed to incorporate the preferences of the Decision Maker (DM) into the optimization process and lead the search towards the Region of Interest (ROI). The DM’s preferences are expressed in a reference set and are reflected by an outranking model. This information i...

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Vydáno v:International Journal of Combinatorial Optimization Problems and Informatics Ročník 7; číslo 3; s. 28
Hlavní autoři: Cruz-Reyes, Laura, Fernández, Eduardo, Sánchez, Patricia, Gómez, Claudia
Médium: Journal Article
Jazyk:angličtina
Vydáno: Jiutepec International Journal of Combinatorial Optimization Problems & Informatics 01.09.2016
Témata:
Classification
Decision making
Evolutionary algorithms
Multiple criterion
Multiple objective analysis
Sorting algorithms
ISSN:2007-1558
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Abstract Here, an interactive method is proposed to incorporate the preferences of the Decision Maker (DM) into the optimization process and lead the search towards the Region of Interest (ROI). The DM’s preferences are expressed in a reference set and are reflected by an outranking model. This information is used by a multi-criteria sorting method to create selective pressure towards solutions that are satisfactory to the DM. Our method obtains a better characterization of the ROI when compared with the well known NSGA-II and A2-NSGA-III in simple and complex project portfolio problems.
AbstractList Here, an interactive method is proposed to incorporate the preferences of the Decision Maker (DM) into the optimization process and lead the search towards the Region of Interest (ROI). The DM’s preferences are expressed in a reference set and are reflected by an outranking model. This information is used by a multi-criteria sorting method to create selective pressure towards solutions that are satisfactory to the DM. Our method obtains a better characterization of the ROI when compared with the well known NSGA-II and A2-NSGA-III in simple and complex project portfolio problems.
Author Cruz-Reyes, Laura
Sánchez, Patricia
Fernández, Eduardo
Gómez, Claudia
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  givenname: Patricia
  surname: Sánchez
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  givenname: Claudia
  surname: Gómez
  fullname: Gómez, Claudia
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SubjectTerms Classification
Decision making
Evolutionary algorithms
Multiple criterion
Multiple objective analysis
Sorting algorithms
Title Incorporation of decision-maker preferences in an interactive evolutionary multi-objective algorithm using a multi-criteria sorting
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