Title
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Progressive multi-objective optimization
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Author
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Abstract
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This paper introduces progressive multi-objective optimization (PMOO), a novel technique to include the decision maker's preferences into the multi-objective optimization process. PMOO integrates a well-known method for multi-criteria decision making (PROMETHEE) into a simple multi-objective metaheuristic by maintaining and updating a small reference archive of nondominated solutions throughout the search. By applying this novel technique to a set of instances of the multi-objective knapsack problem, the superiority of PMOO over the commonly accepted sequential approach of generating a Pareto set approximation first and selecting a single solution afterwards is demonstrated. |
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Language
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English
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Source (journal)
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International journal of information technology & decision making. - Singapore
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Publication
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Singapore
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2014
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ISSN
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0219-6220
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DOI
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10.1142/S0219622014500308
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Volume/pages
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13
:5
(2014)
, p. 917-936
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ISI
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000341843900003
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Full text (Publisher's DOI)
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Full text (publisher's version - intranet only)
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