FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3019361465> ?p ?o ?g. }

• W3019361465 endingPage "1796" @default.
• W3019361465 startingPage "1784" @default.
• W3019361465 abstract "Humans have the ability to identify recurring patterns in diverse situations encountered over a lifetime, constantly understanding relationships between tasks and efficiently solving them through knowledge reuse. The capacity of artificial intelligence systems to mimic such cognitive behaviors for effective problem solving is deemed invaluable, particularly when tackling real-world problems where speed and accuracy are critical. Recently, the notion of evolutionary multitasking has been explored as a means of solving multiple optimization tasks simultaneously using a single population of evolving individuals. In the presence of similarities (or even partial overlaps) between high-quality solutions of related optimization problems, the resulting scope for intertask genetic transfer often leads to significant performance speedup-as the cost of re-exploring overlapping regions of the search space is reduced. While multitasking solvers have led to recent success stories, a known shortcoming of existing methods is their inability to adapt the extent of transfer in a principled manner. Thus, in the absence of any prior knowledge about the relationships between optimization functions, a threat of predominantly negative (harmful) transfer prevails. With this in mind, this article presents a realization of a cognizant evolutionary multitasking engine within the domain of multiobjective optimization. Our proposed algorithm learns intertask relationships based on overlaps in the probabilistic search distributions derived from data generated during the course of multitasking-and accordingly adapts the extent of genetic transfers online. The efficacy of the method is substantiated on multiobjective benchmark problems as well as a practical case study of knowledge transfers from low-fidelity optimization tasks to substantially reduce the cost of high-fidelity optimization." @default.
• W3019361465 created "2020-05-01" @default.
• W3019361465 creator A5025294714 @default.
• W3019361465 creator A5041091856 @default.
• W3019361465 creator A5052447693 @default.
• W3019361465 creator A5060723344 @default.
• W3019361465 date "2021-04-01" @default.
• W3019361465 modified "2023-10-10" @default.
• W3019361465 title "Cognizant Multitasking in Multiobjective Multifactorial Evolution: MO-MFEA-II" @default.
• W3019361465 cites W141232359 @default.
• W3019361465 cites W1559046379 @default.
• W3019361465 cites W1564638059 @default.
• W3019361465 cites W1973875070 @default.
• W3019361465 cites W1984576194 @default.
• W3019361465 cites W1991626742 @default.
• W3019361465 cites W2022485595 @default.
• W3019361465 cites W2023131636 @default.
• W3019361465 cites W2031103608 @default.
• W3019361465 cites W2035960005 @default.
• W3019361465 cites W2062061003 @default.
• W3019361465 cites W2085507535 @default.
• W3019361465 cites W2121203842 @default.
• W3019361465 cites W2126105956 @default.
• W3019361465 cites W2143381319 @default.
• W3019361465 cites W2152631195 @default.
• W3019361465 cites W2164101646 @default.
• W3019361465 cites W2168079536 @default.
• W3019361465 cites W2294818690 @default.
• W3019361465 cites W2410677328 @default.
• W3019361465 cites W2413527939 @default.
• W3019361465 cites W2558771087 @default.
• W3019361465 cites W2724993384 @default.
• W3019361465 cites W2761421487 @default.
• W3019361465 cites W2763433602 @default.
• W3019361465 cites W2770581177 @default.
• W3019361465 cites W2776317535 @default.
• W3019361465 cites W2795374190 @default.
• W3019361465 cites W2808464155 @default.
• W3019361465 cites W2809555178 @default.
• W3019361465 cites W2810440851 @default.
• W3019361465 cites W2885854619 @default.
• W3019361465 cites W2904693359 @default.
• W3019361465 cites W2906805553 @default.
• W3019361465 cites W2913340405 @default.
• W3019361465 cites W2921687288 @default.
• W3019361465 cites W2923639984 @default.
• W3019361465 cites W2948943518 @default.
• W3019361465 cites W2964011490 @default.
• W3019361465 cites W2966939613 @default.
• W3019361465 cites W2975673164 @default.
• W3019361465 cites W2980307621 @default.
• W3019361465 cites W2982889533 @default.
• W3019361465 cites W2997657997 @default.
• W3019361465 cites W66167497 @default.
• W3019361465 doi "https://doi.org/10.1109/tcyb.2020.2981733" @default.
• W3019361465 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/32324586" @default.
• W3019361465 hasPublicationYear "2021" @default.
• W3019361465 type Work @default.
• W3019361465 sameAs 3019361465 @default.
• W3019361465 citedByCount "75" @default.
• W3019361465 countsByYear W30193614652020 @default.
• W3019361465 countsByYear W30193614652021 @default.
• W3019361465 countsByYear W30193614652022 @default.
• W3019361465 countsByYear W30193614652023 @default.
• W3019361465 crossrefType "journal-article" @default.
• W3019361465 hasAuthorship W3019361465A5025294714 @default.
• W3019361465 hasAuthorship W3019361465A5041091856 @default.
• W3019361465 hasAuthorship W3019361465A5052447693 @default.
• W3019361465 hasAuthorship W3019361465A5060723344 @default.
• W3019361465 hasBestOaLocation W30193614652 @default.
• W3019361465 hasConcept C107418235 @default.
• W3019361465 hasConcept C119857082 @default.
• W3019361465 hasConcept C13280743 @default.
• W3019361465 hasConcept C144024400 @default.
• W3019361465 hasConcept C149923435 @default.
• W3019361465 hasConcept C154945302 @default.
• W3019361465 hasConcept C15744967 @default.
• W3019361465 hasConcept C159149176 @default.
• W3019361465 hasConcept C173608175 @default.
• W3019361465 hasConcept C180747234 @default.
• W3019361465 hasConcept C185798385 @default.
• W3019361465 hasConcept C205649164 @default.
• W3019361465 hasConcept C2908647359 @default.
• W3019361465 hasConcept C41008148 @default.
• W3019361465 hasConcept C49937458 @default.
• W3019361465 hasConcept C68339613 @default.
• W3019361465 hasConceptScore W3019361465C107418235 @default.
• W3019361465 hasConceptScore W3019361465C119857082 @default.
• W3019361465 hasConceptScore W3019361465C13280743 @default.
• W3019361465 hasConceptScore W3019361465C144024400 @default.
• W3019361465 hasConceptScore W3019361465C149923435 @default.
• W3019361465 hasConceptScore W3019361465C154945302 @default.
• W3019361465 hasConceptScore W3019361465C15744967 @default.
• W3019361465 hasConceptScore W3019361465C159149176 @default.
• W3019361465 hasConceptScore W3019361465C173608175 @default.
• W3019361465 hasConceptScore W3019361465C180747234 @default.
• W3019361465 hasConceptScore W3019361465C185798385 @default.
• W3019361465 hasConceptScore W3019361465C205649164 @default.

• next