FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3011660340> ?p ?o ?g. }

• W3011660340 endingPage "14770" @default.
• W3011660340 startingPage "14757" @default.
• W3011660340 abstract "Evolutionary algorithms (EAs) have been with us for several decades and are highly popular given that they have proved competitive in the face of challenging problems’ features such as deceptiveness, multiple local optima, among other characteristics. However, it is necessary to define multiple hyper-parameter values to have a working EA, which is a drawback for many practitioners. In the case of genetic programming (GP), an EA for the evolution of models and programs, hyper-parameter optimization has been extensively studied only recently. This work builds on recent findings and explores the hyper-parameter space of a specific GP system called neat-GP that controls model size. This is conducted using two large sets of symbolic regression benchmark problems to evaluate system performance, while hyper-parameter optimization is carried out using three variants of the iterated F-Race algorithm, for the first time applied to GP. From all the automatic parametrizations produced by optimization process, several findings are drawn. Automatic parametrizations do not outperform the manual configuration in many cases, and overall, the differences are not substantial in terms of testing error. Moreover, finding parametrizations that produce highly accurate models that are also compact is not trivially done, at least if the hyper-parameter optimization process (F-Race) is only guided by predictive error. This work is intended to foster more research and scrutiny of hyper-parameters in EAs, in general, and GP, in particular." @default.
• W3011660340 created "2020-03-23" @default.
• W3011660340 creator A5030475199 @default.
• W3011660340 creator A5039620285 @default.
• W3011660340 creator A5055603415 @default.
• W3011660340 creator A5076218147 @default.
• W3011660340 creator A5080219134 @default.
• W3011660340 date "2020-03-17" @default.
• W3011660340 modified "2023-09-23" @default.
• W3011660340 title "On the analysis of hyper-parameter space for a genetic programming system with iterated F-Race" @default.
• W3011660340 cites W1955456092 @default.
• W3011660340 cites W2021027064 @default.
• W3011660340 cites W2084288340 @default.
• W3011660340 cites W2107262494 @default.
• W3011660340 cites W2111935653 @default.
• W3011660340 cites W2112036188 @default.
• W3011660340 cites W2121162457 @default.
• W3011660340 cites W2141119792 @default.
• W3011660340 cites W2166963499 @default.
• W3011660340 cites W2216139323 @default.
• W3011660340 cites W2497416688 @default.
• W3011660340 cites W2593649365 @default.
• W3011660340 cites W2763934033 @default.
• W3011660340 cites W2797026760 @default.
• W3011660340 cites W2893450111 @default.
• W3011660340 cites W2903455897 @default.
• W3011660340 cites W2905303940 @default.
• W3011660340 cites W4251464645 @default.
• W3011660340 cites W4301173492 @default.
• W3011660340 doi "https://doi.org/10.1007/s00500-020-04829-4" @default.
• W3011660340 hasPublicationYear "2020" @default.
• W3011660340 type Work @default.
• W3011660340 sameAs 3011660340 @default.
• W3011660340 citedByCount "3" @default.
• W3011660340 countsByYear W30116603402021 @default.
• W3011660340 countsByYear W30116603402022 @default.
• W3011660340 crossrefType "journal-article" @default.
• W3011660340 hasAuthorship W3011660340A5030475199 @default.
• W3011660340 hasAuthorship W3011660340A5039620285 @default.
• W3011660340 hasAuthorship W3011660340A5055603415 @default.
• W3011660340 hasAuthorship W3011660340A5076218147 @default.
• W3011660340 hasAuthorship W3011660340A5080219134 @default.
• W3011660340 hasBestOaLocation W30116603402 @default.
• W3011660340 hasConcept C105795698 @default.
• W3011660340 hasConcept C105902424 @default.
• W3011660340 hasConcept C110332635 @default.
• W3011660340 hasConcept C111919701 @default.
• W3011660340 hasConcept C11413529 @default.
• W3011660340 hasConcept C119857082 @default.
• W3011660340 hasConcept C126255220 @default.
• W3011660340 hasConcept C13280743 @default.
• W3011660340 hasConcept C134306372 @default.
• W3011660340 hasConcept C140479938 @default.
• W3011660340 hasConcept C144024400 @default.
• W3011660340 hasConcept C154945302 @default.
• W3011660340 hasConcept C159149176 @default.
• W3011660340 hasConcept C167928553 @default.
• W3011660340 hasConcept C185798385 @default.
• W3011660340 hasConcept C205649164 @default.
• W3011660340 hasConcept C2776400721 @default.
• W3011660340 hasConcept C2779304628 @default.
• W3011660340 hasConcept C33923547 @default.
• W3011660340 hasConcept C36289849 @default.
• W3011660340 hasConcept C41008148 @default.
• W3011660340 hasConcept C73586568 @default.
• W3011660340 hasConcept C8880873 @default.
• W3011660340 hasConcept C98045186 @default.
• W3011660340 hasConceptScore W3011660340C105795698 @default.
• W3011660340 hasConceptScore W3011660340C105902424 @default.
• W3011660340 hasConceptScore W3011660340C110332635 @default.
• W3011660340 hasConceptScore W3011660340C111919701 @default.
• W3011660340 hasConceptScore W3011660340C11413529 @default.
• W3011660340 hasConceptScore W3011660340C119857082 @default.
• W3011660340 hasConceptScore W3011660340C126255220 @default.
• W3011660340 hasConceptScore W3011660340C13280743 @default.
• W3011660340 hasConceptScore W3011660340C134306372 @default.
• W3011660340 hasConceptScore W3011660340C140479938 @default.
• W3011660340 hasConceptScore W3011660340C144024400 @default.
• W3011660340 hasConceptScore W3011660340C154945302 @default.
• W3011660340 hasConceptScore W3011660340C159149176 @default.
• W3011660340 hasConceptScore W3011660340C167928553 @default.
• W3011660340 hasConceptScore W3011660340C185798385 @default.
• W3011660340 hasConceptScore W3011660340C205649164 @default.
• W3011660340 hasConceptScore W3011660340C2776400721 @default.
• W3011660340 hasConceptScore W3011660340C2779304628 @default.
• W3011660340 hasConceptScore W3011660340C33923547 @default.
• W3011660340 hasConceptScore W3011660340C36289849 @default.
• W3011660340 hasConceptScore W3011660340C41008148 @default.
• W3011660340 hasConceptScore W3011660340C73586568 @default.
• W3011660340 hasConceptScore W3011660340C8880873 @default.
• W3011660340 hasConceptScore W3011660340C98045186 @default.
• W3011660340 hasFunder F4320313760 @default.
• W3011660340 hasFunder F4320321739 @default.
• W3011660340 hasIssue "19" @default.
• W3011660340 hasLocation W30116603401 @default.
• W3011660340 hasLocation W30116603402 @default.
• W3011660340 hasLocation W30116603403 @default.
• W3011660340 hasOpenAccess W3011660340 @default.

• next