FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2082972783> ?p ?o ?g. }

• W2082972783 endingPage "350" @default.
• W2082972783 startingPage "338" @default.
• W2082972783 abstract "Decomposition-based methods are often cited as the solution to multi-objective nonconvex optimization problems with an increased number of objectives. These methods employ a scalarizing function to reduce the multi-objective problem into a set of single objective problems, which upon solution yield a good approximation of the set of optimal solutions. This set is commonly referred to as Pareto front. In this work we explore the implications of using decomposition-based methods over Pareto-based methods on algorithm convergence from a probabilistic point of view. Namely, we investigate whether there is an advantage of using a decomposition-based method, for example using the Chebyshev scalarizing function, over Pareto-based methods. We find that, under mild conditions on the objective function, the Chebyshev scalarizing function has an almost identical effect to Pareto-dominance relations when we consider the probability of finding superior solutions for algorithms that follow a balanced trajectory. We propose the hypothesis that this seemingly contradicting result compared with currently available empirical evidence, signals that the disparity in performance between Pareto-based and decomposition-based methods is due to the inability of the former class of algorithms to follow a balanced trajectory. We also link generalized decomposition to the results in this work and show how to obtain optimal scalarizing functions for a given problem, subject to prior assumptions on the Pareto front geometry." @default.
• W2082972783 created "2016-06-24" @default.
• W2082972783 creator A5071374930 @default.
• W2082972783 creator A5091583883 @default.
• W2082972783 date "2015-02-01" @default.
• W2082972783 modified "2023-10-11" @default.
• W2082972783 title "Methods for multi-objective optimization: An analysis" @default.
• W2082972783 cites W1541288193 @default.
• W2082972783 cites W1595159159 @default.
• W2082972783 cites W1966450918 @default.
• W2082972783 cites W1970320473 @default.
• W2082972783 cites W2002592134 @default.
• W2082972783 cites W2025525377 @default.
• W2082972783 cites W2027353299 @default.
• W2082972783 cites W2032117693 @default.
• W2082972783 cites W2068092414 @default.
• W2082972783 cites W2094131428 @default.
• W2082972783 cites W2094210159 @default.
• W2082972783 cites W2095042901 @default.
• W2082972783 cites W2106334424 @default.
• W2082972783 cites W2108380954 @default.
• W2082972783 cites W2109364787 @default.
• W2082972783 cites W2109791710 @default.
• W2082972783 cites W2109865546 @default.
• W2082972783 cites W2121020497 @default.
• W2082972783 cites W2122510010 @default.
• W2082972783 cites W2123859926 @default.
• W2082972783 cites W2125899728 @default.
• W2082972783 cites W2126273906 @default.
• W2082972783 cites W2143185749 @default.
• W2082972783 cites W2143381319 @default.
• W2082972783 cites W2144795949 @default.
• W2082972783 cites W2150046657 @default.
• W2082972783 cites W2151554678 @default.
• W2082972783 cites W2155345556 @default.
• W2082972783 cites W2162974421 @default.
• W2082972783 cites W2165654898 @default.
• W2082972783 cites W2171979979 @default.
• W2082972783 cites W2326587871 @default.
• W2082972783 doi "https://doi.org/10.1016/j.ins.2014.08.071" @default.
• W2082972783 hasPublicationYear "2015" @default.
• W2082972783 type Work @default.
• W2082972783 sameAs 2082972783 @default.
• W2082972783 citedByCount "142" @default.
• W2082972783 countsByYear W20829727832013 @default.
• W2082972783 countsByYear W20829727832015 @default.
• W2082972783 countsByYear W20829727832016 @default.
• W2082972783 countsByYear W20829727832017 @default.
• W2082972783 countsByYear W20829727832018 @default.
• W2082972783 countsByYear W20829727832019 @default.
• W2082972783 countsByYear W20829727832020 @default.
• W2082972783 countsByYear W20829727832021 @default.
• W2082972783 countsByYear W20829727832022 @default.
• W2082972783 countsByYear W20829727832023 @default.
• W2082972783 crossrefType "journal-article" @default.
• W2082972783 hasAuthorship W2082972783A5071374930 @default.
• W2082972783 hasAuthorship W2082972783A5091583883 @default.
• W2082972783 hasBestOaLocation W20829727832 @default.
• W2082972783 hasConcept C105795698 @default.
• W2082972783 hasConcept C124681953 @default.
• W2082972783 hasConcept C126255220 @default.
• W2082972783 hasConcept C134306372 @default.
• W2082972783 hasConcept C137635306 @default.
• W2082972783 hasConcept C14036430 @default.
• W2082972783 hasConcept C177264268 @default.
• W2082972783 hasConcept C18903297 @default.
• W2082972783 hasConcept C199360897 @default.
• W2082972783 hasConcept C21424316 @default.
• W2082972783 hasConcept C33923547 @default.
• W2082972783 hasConcept C41008148 @default.
• W2082972783 hasConcept C49937458 @default.
• W2082972783 hasConcept C68781425 @default.
• W2082972783 hasConcept C78458016 @default.
• W2082972783 hasConcept C86803240 @default.
• W2082972783 hasConceptScore W2082972783C105795698 @default.
• W2082972783 hasConceptScore W2082972783C124681953 @default.
• W2082972783 hasConceptScore W2082972783C126255220 @default.
• W2082972783 hasConceptScore W2082972783C134306372 @default.
• W2082972783 hasConceptScore W2082972783C137635306 @default.
• W2082972783 hasConceptScore W2082972783C14036430 @default.
• W2082972783 hasConceptScore W2082972783C177264268 @default.
• W2082972783 hasConceptScore W2082972783C18903297 @default.
• W2082972783 hasConceptScore W2082972783C199360897 @default.
• W2082972783 hasConceptScore W2082972783C21424316 @default.
• W2082972783 hasConceptScore W2082972783C33923547 @default.
• W2082972783 hasConceptScore W2082972783C41008148 @default.
• W2082972783 hasConceptScore W2082972783C49937458 @default.
• W2082972783 hasConceptScore W2082972783C68781425 @default.
• W2082972783 hasConceptScore W2082972783C78458016 @default.
• W2082972783 hasConceptScore W2082972783C86803240 @default.
• W2082972783 hasLocation W20829727831 @default.
• W2082972783 hasLocation W20829727832 @default.
• W2082972783 hasOpenAccess W2082972783 @default.
• W2082972783 hasPrimaryLocation W20829727831 @default.
• W2082972783 hasRelatedWork W1550055091 @default.
• W2082972783 hasRelatedWork W1588199609 @default.
• W2082972783 hasRelatedWork W1971520370 @default.
• W2082972783 hasRelatedWork W2001591765 @default.

• next