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Interactive evolutionary multiobjective optimization driven by robust ordinal regression
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Branke, J., Greco, S., Slowinski, R. and Zielniewicz, P. (2010) Interactive evolutionary multiobjective optimization driven by robust ordinal regression. In: 1st Polish-German Workshop on Research Cooperation in Computer Science, Krakow, Poland, June 15, 2009. Published in: Bulletin of the Polish Academy of Sciences: Technical Sciences, Vol.58 (No.3). pp. 347-358.
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Official URL: http://dx.doi.org/10.2478/v10175-010-0033-3
Abstract
This paper presents the Necessary preference enhanced Evolutionary Multiobjective Optimizer (NEMO) which combines an evolutionary multiobjective optimization with robust ordinal regression within an interactive procedure In the course of NEMO the decision maker is asked to express preferences by simply comparing some pairs of solutions in the current population The whole set of additive value functions compatible with this preference information is used within a properly modified version of the evolutionary multiobjective optimization technique NSGA-II in order to focus the search towards solutions satisfying the preferences of the decision maker This allows to speed up convergence to the most preferred region of the Pareto front
| Item Type: | Conference Item (UNSPECIFIED) |
|---|---|
| Subjects: | T Technology > TA Engineering (General). Civil engineering (General) |
| Divisions: | Faculty of Social Sciences > Warwick Business School |
| Journal or Publication Title: | Bulletin of the Polish Academy of Sciences: Technical Sciences |
| Publisher: | Polska Akademia Nauk Centrum Upowszechniania Nauki |
| ISSN: | 0239-7528 |
| Date: | September 2010 |
| Volume: | Vol.58 |
| Number: | No.3 |
| Number of Pages: | 12 |
| Page Range: | pp. 347-358 |
| Identification Number: | 10.2478/v10175-010-0033-3 |
| Status: | Peer Reviewed |
| Publication Status: | Published |
| Access rights to Published version: | Open Access |
| Title of Event: | 1st Polish-German Workshop on Research Cooperation in Computer Science |
| Type of Event: | Workshop |
| Location of Event: | Krakow, Poland |
| Date(s) of Event: | June 15, 2009 |
| URI: | http://wrap.warwick.ac.uk/id/eprint/4758 |
Data sourced from Thomson Reuters' Web of Knowledge
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