Matches in SemOpenAlex for { <https://semopenalex.org/work/W2038719169> ?p ?o ?g. }
Showing items 1 to 99 of
99
with 100 items per page.
- W2038719169 endingPage "56" @default.
- W2038719169 startingPage "29" @default.
- W2038719169 abstract "The purpose of this article is to present a multi-strategy approach to learn heuristics for planning. This multi-strategy system, called Hamlet-EvoCK, combines a learning algorithm specialized in planning (Hamlet) and a genetic programming (GP) based system (EvoCK: Evolution of Control Knowledge). Both systems are able to learn heuristics for planning on their own, but both of them have weaknesses. Based on previous experience and some experiments performed in this article, it is hypothesized that Hamlet handicaps are due to its example-driven operators and not having a way to evaluate the usefulness of its control knowledge. It is also hypothesized that even if Hamlet control knowledge is sometimes incorrect, it might be easily correctable. For this purpose, a GP-based stage is added, because of its complementary biases: GP genetic operators are not example-driven and it can use a fitness function to evaluate control knowledge. Hamlet and EvoCK are combined by seeding EvoCK initial population with Hamlet control knowledge. It is also useful for EvoCK to start from a knowledge-rich population instead of a random one. By adding the GP stage to Hamlet, the number of solved problems increases from 58% to 85% in the blocks world and from 50% to 87% in the logistics domain (0% to 38% and 0% to 42% for the hardest instances of problems considered)." @default.
- W2038719169 created "2016-06-24" @default.
- W2038719169 creator A5005335460 @default.
- W2038719169 creator A5047189142 @default.
- W2038719169 creator A5050512952 @default.
- W2038719169 date "2002-10-01" @default.
- W2038719169 modified "2023-10-18" @default.
- W2038719169 title "Using genetic programming to learn and improve control knowledge" @default.
- W2038719169 cites W1513513233 @default.
- W2038719169 cites W1603977240 @default.
- W2038719169 cites W2017626051 @default.
- W2038719169 cites W2020149918 @default.
- W2038719169 cites W2027649639 @default.
- W2038719169 cites W2035078485 @default.
- W2038719169 cites W2107766840 @default.
- W2038719169 cites W2108270708 @default.
- W2038719169 cites W2110415190 @default.
- W2038719169 cites W2132513611 @default.
- W2038719169 cites W4235304570 @default.
- W2038719169 cites W4240098653 @default.
- W2038719169 cites W4242959884 @default.
- W2038719169 doi "https://doi.org/10.1016/s0004-3702(02)00246-1" @default.
- W2038719169 hasPublicationYear "2002" @default.
- W2038719169 type Work @default.
- W2038719169 sameAs 2038719169 @default.
- W2038719169 citedByCount "42" @default.
- W2038719169 countsByYear W20387191692012 @default.
- W2038719169 countsByYear W20387191692013 @default.
- W2038719169 countsByYear W20387191692014 @default.
- W2038719169 countsByYear W20387191692015 @default.
- W2038719169 countsByYear W20387191692016 @default.
- W2038719169 countsByYear W20387191692018 @default.
- W2038719169 countsByYear W20387191692019 @default.
- W2038719169 countsByYear W20387191692021 @default.
- W2038719169 crossrefType "journal-article" @default.
- W2038719169 hasAuthorship W2038719169A5005335460 @default.
- W2038719169 hasAuthorship W2038719169A5047189142 @default.
- W2038719169 hasAuthorship W2038719169A5050512952 @default.
- W2038719169 hasBestOaLocation W20387191692 @default.
- W2038719169 hasConcept C110332635 @default.
- W2038719169 hasConcept C111919701 @default.
- W2038719169 hasConcept C119857082 @default.
- W2038719169 hasConcept C127705205 @default.
- W2038719169 hasConcept C134306372 @default.
- W2038719169 hasConcept C154945302 @default.
- W2038719169 hasConcept C176066374 @default.
- W2038719169 hasConcept C207685749 @default.
- W2038719169 hasConcept C2775924081 @default.
- W2038719169 hasConcept C2776860057 @default.
- W2038719169 hasConcept C2908647359 @default.
- W2038719169 hasConcept C33923547 @default.
- W2038719169 hasConcept C36503486 @default.
- W2038719169 hasConcept C41008148 @default.
- W2038719169 hasConcept C54355233 @default.
- W2038719169 hasConcept C71924100 @default.
- W2038719169 hasConcept C86803240 @default.
- W2038719169 hasConcept C8880873 @default.
- W2038719169 hasConcept C99454951 @default.
- W2038719169 hasConceptScore W2038719169C110332635 @default.
- W2038719169 hasConceptScore W2038719169C111919701 @default.
- W2038719169 hasConceptScore W2038719169C119857082 @default.
- W2038719169 hasConceptScore W2038719169C127705205 @default.
- W2038719169 hasConceptScore W2038719169C134306372 @default.
- W2038719169 hasConceptScore W2038719169C154945302 @default.
- W2038719169 hasConceptScore W2038719169C176066374 @default.
- W2038719169 hasConceptScore W2038719169C207685749 @default.
- W2038719169 hasConceptScore W2038719169C2775924081 @default.
- W2038719169 hasConceptScore W2038719169C2776860057 @default.
- W2038719169 hasConceptScore W2038719169C2908647359 @default.
- W2038719169 hasConceptScore W2038719169C33923547 @default.
- W2038719169 hasConceptScore W2038719169C36503486 @default.
- W2038719169 hasConceptScore W2038719169C41008148 @default.
- W2038719169 hasConceptScore W2038719169C54355233 @default.
- W2038719169 hasConceptScore W2038719169C71924100 @default.
- W2038719169 hasConceptScore W2038719169C86803240 @default.
- W2038719169 hasConceptScore W2038719169C8880873 @default.
- W2038719169 hasConceptScore W2038719169C99454951 @default.
- W2038719169 hasIssue "1-2" @default.
- W2038719169 hasLocation W20387191691 @default.
- W2038719169 hasLocation W20387191692 @default.
- W2038719169 hasOpenAccess W2038719169 @default.
- W2038719169 hasPrimaryLocation W20387191691 @default.
- W2038719169 hasRelatedWork W104157611 @default.
- W2038719169 hasRelatedWork W133502512 @default.
- W2038719169 hasRelatedWork W1975580029 @default.
- W2038719169 hasRelatedWork W2038719169 @default.
- W2038719169 hasRelatedWork W2110706569 @default.
- W2038719169 hasRelatedWork W2358137328 @default.
- W2038719169 hasRelatedWork W2618564128 @default.
- W2038719169 hasRelatedWork W2950416298 @default.
- W2038719169 hasRelatedWork W3036600133 @default.
- W2038719169 hasRelatedWork W960091814 @default.
- W2038719169 hasVolume "141" @default.
- W2038719169 isParatext "false" @default.
- W2038719169 isRetracted "false" @default.
- W2038719169 magId "2038719169" @default.
- W2038719169 workType "article" @default.