FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2935888086> ?p ?o ?g. }

• W2935888086 endingPage "154" @default.
• W2935888086 startingPage "134" @default.
• W2935888086 abstract "We propose a family of algorithms, called EMOSOR, combining Evolutionary Multiple Objective Optimization with Stochastic Ordinal Regression. The proposed methods ask the Decision Maker (DM) to holistically compare, at regular intervals, a pair of solutions, and use the Monte Carlo simulation to construct a set of preference model instances compatible with such indirect and incomplete information. The specific variants of EMOSOR are distinguished by the following three aspects. Firstly, they make use of two different preference models, i.e., either an additive value function or a Chebyshev function. Secondly, they aggregate the acceptability indices derived from the stochastic analysis in various ways, and use thus constructed indicators or relations to sort the solutions obtained in each generation. Thirdly, they incorporate different active learning strategies for selecting pairs of solutions to be critically judged by the DM. The extensive computational experiments performed on a set of benchmark optimization problems reveal that EMOSOR is able to bias an evolutionary search towards a part of the Pareto front being the most relevant to the DM, outperforming in this regard the state-of-the-art interactive evolutionary hybrids. Moreover, we demonstrate that the performance of EMOSOR improves in case the forms of a preference model used by the method and the DM’s value system align. Furthermore, we discuss how vastly incorporation of different indicators based on the stochastic acceptability indices influences the quality of both the best constructed solution and an entire population. Finally, we demonstrate that our novel questioning strategies allow to reduce a number of interactions with the DM until a high-quality solution is constructed or, alternatively, to discover a better solution after the same number of interactions." @default.
• W2935888086 created "2019-04-25" @default.
• W2935888086 creator A5025405807 @default.
• W2935888086 creator A5058649133 @default.
• W2935888086 date "2019-08-01" @default.
• W2935888086 modified "2023-10-01" @default.
• W2935888086 title "EMOSOR: Evolutionary multiple objective optimization guided by interactive stochastic ordinal regression" @default.
• W2935888086 cites W1660264423 @default.
• W2935888086 cites W1884891163 @default.
• W2935888086 cites W1905113275 @default.
• W2935888086 cites W1966434644 @default.
• W2935888086 cites W1974268124 @default.
• W2935888086 cites W1981170844 @default.
• W2935888086 cites W1998198857 @default.
• W2935888086 cites W2001274352 @default.
• W2935888086 cites W2006700243 @default.
• W2935888086 cites W2008007001 @default.
• W2935888086 cites W2010445927 @default.
• W2935888086 cites W2017593468 @default.
• W2935888086 cites W2020320008 @default.
• W2935888086 cites W2022485595 @default.
• W2935888086 cites W2024619348 @default.
• W2935888086 cites W2029940477 @default.
• W2935888086 cites W2031232041 @default.
• W2935888086 cites W2031236471 @default.
• W2935888086 cites W2049581452 @default.
• W2935888086 cites W2056624909 @default.
• W2935888086 cites W2064971197 @default.
• W2935888086 cites W2072890208 @default.
• W2935888086 cites W2078702481 @default.
• W2935888086 cites W2084160675 @default.
• W2935888086 cites W2126105956 @default.
• W2935888086 cites W2127950596 @default.
• W2935888086 cites W2143185749 @default.
• W2935888086 cites W2143381319 @default.
• W2935888086 cites W2156989932 @default.
• W2935888086 cites W2161149459 @default.
• W2935888086 cites W2171996959 @default.
• W2935888086 cites W2271574369 @default.
• W2935888086 cites W2522253353 @default.
• W2935888086 cites W2606368647 @default.
• W2935888086 cites W2615126436 @default.
• W2935888086 cites W2730982137 @default.
• W2935888086 cites W2793021467 @default.
• W2935888086 cites W4256114779 @default.
• W2935888086 doi "https://doi.org/10.1016/j.cor.2019.04.008" @default.
• W2935888086 hasPublicationYear "2019" @default.
• W2935888086 type Work @default.
• W2935888086 sameAs 2935888086 @default.
• W2935888086 citedByCount "16" @default.
• W2935888086 countsByYear W29358880862020 @default.
• W2935888086 countsByYear W29358880862021 @default.
• W2935888086 countsByYear W29358880862022 @default.
• W2935888086 countsByYear W29358880862023 @default.
• W2935888086 crossrefType "journal-article" @default.
• W2935888086 hasAuthorship W2935888086A5025405807 @default.
• W2935888086 hasAuthorship W2935888086A5058649133 @default.
• W2935888086 hasConcept C110313322 @default.
• W2935888086 hasConcept C119857082 @default.
• W2935888086 hasConcept C126255220 @default.
• W2935888086 hasConcept C13280743 @default.
• W2935888086 hasConcept C144024400 @default.
• W2935888086 hasConcept C149923435 @default.
• W2935888086 hasConcept C154945302 @default.
• W2935888086 hasConcept C159149176 @default.
• W2935888086 hasConcept C177264268 @default.
• W2935888086 hasConcept C185798385 @default.
• W2935888086 hasConcept C199360897 @default.
• W2935888086 hasConcept C205649164 @default.
• W2935888086 hasConcept C2908647359 @default.
• W2935888086 hasConcept C33923547 @default.
• W2935888086 hasConcept C41008148 @default.
• W2935888086 hasConcept C68781425 @default.
• W2935888086 hasConceptScore W2935888086C110313322 @default.
• W2935888086 hasConceptScore W2935888086C119857082 @default.
• W2935888086 hasConceptScore W2935888086C126255220 @default.
• W2935888086 hasConceptScore W2935888086C13280743 @default.
• W2935888086 hasConceptScore W2935888086C144024400 @default.
• W2935888086 hasConceptScore W2935888086C149923435 @default.
• W2935888086 hasConceptScore W2935888086C154945302 @default.
• W2935888086 hasConceptScore W2935888086C159149176 @default.
• W2935888086 hasConceptScore W2935888086C177264268 @default.
• W2935888086 hasConceptScore W2935888086C185798385 @default.
• W2935888086 hasConceptScore W2935888086C199360897 @default.
• W2935888086 hasConceptScore W2935888086C205649164 @default.
• W2935888086 hasConceptScore W2935888086C2908647359 @default.
• W2935888086 hasConceptScore W2935888086C33923547 @default.
• W2935888086 hasConceptScore W2935888086C41008148 @default.
• W2935888086 hasConceptScore W2935888086C68781425 @default.
• W2935888086 hasFunder F4320322511 @default.
• W2935888086 hasFunder F4320322733 @default.
• W2935888086 hasLocation W29358880861 @default.
• W2935888086 hasOpenAccess W2935888086 @default.
• W2935888086 hasPrimaryLocation W29358880861 @default.
• W2935888086 hasRelatedWork W2021734059 @default.
• W2935888086 hasRelatedWork W2039201796 @default.
• W2935888086 hasRelatedWork W2044709125 @default.
• W2935888086 hasRelatedWork W2073172192 @default.

• next