Matches in SemOpenAlex for { <https://semopenalex.org/work/W3036412476> ?p ?o ?g. }
Showing items 1 to 72 of
72
with 100 items per page.
- W3036412476 endingPage "100729" @default.
- W3036412476 startingPage "100729" @default.
- W3036412476 abstract "Abstract Code bloat is a phenomenon in Genetic Programming (GP) characterized by the increase in individual size during the evolutionary process without a corresponding improvement in fitness. Bloat negatively affects GP performance, since large individuals are more time consuming to evaluate and harder to interpret. In this paper, we propose two approaches for reducing GP code bloat based on a semantic approximation technique. The first approach replaces a random subtree in an individual by a smaller tree of approximate semantics. The second approach replaces a random subtree by a smaller tree that is semantically approximate to the desired semantics. We evaluated the proposed methods on a large number of regression problems. The experimental results showed that our methods help to significantly reduce code bloat and improve the performance of GP compared to standard GP and some recent bloat control methods in GP. Furthermore, the performance of the proposed approaches is competitive with the best machine learning technique among the four tested machine learning algorithms." @default.
- W3036412476 created "2020-06-25" @default.
- W3036412476 creator A5000550533 @default.
- W3036412476 creator A5059935439 @default.
- W3036412476 date "2020-11-01" @default.
- W3036412476 modified "2023-10-01" @default.
- W3036412476 title "Semantic approximation for reducing code bloat in Genetic Programming" @default.
- W3036412476 cites W1771947156 @default.
- W3036412476 cites W1964357740 @default.
- W3036412476 cites W1969186573 @default.
- W3036412476 cites W2006799226 @default.
- W3036412476 cites W2010615382 @default.
- W3036412476 cites W2019625726 @default.
- W3036412476 cites W2025512130 @default.
- W3036412476 cites W2030792885 @default.
- W3036412476 cites W2035894445 @default.
- W3036412476 cites W2040492000 @default.
- W3036412476 cites W2057394292 @default.
- W3036412476 cites W2061011797 @default.
- W3036412476 cites W2076402663 @default.
- W3036412476 cites W2096166399 @default.
- W3036412476 cites W2115652054 @default.
- W3036412476 cites W2132196970 @default.
- W3036412476 cites W2165829462 @default.
- W3036412476 cites W2216139323 @default.
- W3036412476 cites W2294762224 @default.
- W3036412476 cites W2761362383 @default.
- W3036412476 cites W2790226511 @default.
- W3036412476 doi "https://doi.org/10.1016/j.swevo.2020.100729" @default.
- W3036412476 hasPublicationYear "2020" @default.
- W3036412476 type Work @default.
- W3036412476 sameAs 3036412476 @default.
- W3036412476 citedByCount "12" @default.
- W3036412476 countsByYear W30364124762021 @default.
- W3036412476 countsByYear W30364124762022 @default.
- W3036412476 countsByYear W30364124762023 @default.
- W3036412476 crossrefType "journal-article" @default.
- W3036412476 hasAuthorship W3036412476A5000550533 @default.
- W3036412476 hasAuthorship W3036412476A5059935439 @default.
- W3036412476 hasConcept C110332635 @default.
- W3036412476 hasConcept C154945302 @default.
- W3036412476 hasConcept C177264268 @default.
- W3036412476 hasConcept C199360897 @default.
- W3036412476 hasConcept C2776760102 @default.
- W3036412476 hasConcept C41008148 @default.
- W3036412476 hasConceptScore W3036412476C110332635 @default.
- W3036412476 hasConceptScore W3036412476C154945302 @default.
- W3036412476 hasConceptScore W3036412476C177264268 @default.
- W3036412476 hasConceptScore W3036412476C199360897 @default.
- W3036412476 hasConceptScore W3036412476C2776760102 @default.
- W3036412476 hasConceptScore W3036412476C41008148 @default.
- W3036412476 hasFunder F4320309617 @default.
- W3036412476 hasLocation W30364124761 @default.
- W3036412476 hasOpenAccess W3036412476 @default.
- W3036412476 hasPrimaryLocation W30364124761 @default.
- W3036412476 hasRelatedWork W1527862632 @default.
- W3036412476 hasRelatedWork W2112962394 @default.
- W3036412476 hasRelatedWork W2118300983 @default.
- W3036412476 hasRelatedWork W2135396778 @default.
- W3036412476 hasRelatedWork W2166247150 @default.
- W3036412476 hasRelatedWork W2384847609 @default.
- W3036412476 hasRelatedWork W2740990710 @default.
- W3036412476 hasRelatedWork W3137189469 @default.
- W3036412476 hasRelatedWork W4235530921 @default.
- W3036412476 hasRelatedWork W4243252198 @default.
- W3036412476 hasVolume "58" @default.
- W3036412476 isParatext "false" @default.
- W3036412476 isRetracted "false" @default.
- W3036412476 magId "3036412476" @default.
- W3036412476 workType "article" @default.