Matches in SemOpenAlex for { <https://semopenalex.org/work/W4382202577> ?p ?o ?g. }
Showing items 1 to 79 of
79
with 100 items per page.
- W4382202577 endingPage "12452" @default.
- W4382202577 startingPage "12444" @default.
- W4382202577 abstract "Hyper-heuristics are a domain-independent problem solving approach where the main task is to select effective chains of problem-specific low-level heuristics on the fly for an unseen instance. This task can be seen as a reinforcement learning problem, however, the information available to the hyper-heuristic is very limited, usually leading to very limited state representations. In this work, for the first time we use the trajectory of solution changes for a larger set of features for reinforcement learning in the novel hyper-heuristic LAST-RL (Large-State Reinforcement Learning). Further, we introduce a probability distribution for the exploration case in our epsilon-greedy policy that is based on the idea of Iterated Local Search to increase the chance to sample good chains of low-level heuristics. The benefit of the collaboration of our novel components is shown on the academic benchmark of the Cross Domain Heuristic Challenge 2011 consisting of six different problem domains. Our approach can provide state-of-the-art results on this benchmark where it outperforms recent hyper-heuristics based on reinforcement learning, and also demonstrates high performance on a benchmark of complex real-life personnel scheduling domains." @default.
- W4382202577 created "2023-06-28" @default.
- W4382202577 creator A5084546772 @default.
- W4382202577 creator A5089209619 @default.
- W4382202577 date "2023-06-26" @default.
- W4382202577 modified "2023-09-23" @default.
- W4382202577 title "Large-State Reinforcement Learning for Hyper-Heuristics" @default.
- W4382202577 doi "https://doi.org/10.1609/aaai.v37i10.26466" @default.
- W4382202577 hasPublicationYear "2023" @default.
- W4382202577 type Work @default.
- W4382202577 citedByCount "0" @default.
- W4382202577 crossrefType "journal-article" @default.
- W4382202577 hasAuthorship W4382202577A5084546772 @default.
- W4382202577 hasAuthorship W4382202577A5089209619 @default.
- W4382202577 hasBestOaLocation W43822025771 @default.
- W4382202577 hasConcept C109718341 @default.
- W4382202577 hasConcept C111919701 @default.
- W4382202577 hasConcept C117270229 @default.
- W4382202577 hasConcept C119857082 @default.
- W4382202577 hasConcept C124145224 @default.
- W4382202577 hasConcept C126255220 @default.
- W4382202577 hasConcept C127705205 @default.
- W4382202577 hasConcept C13280743 @default.
- W4382202577 hasConcept C154945302 @default.
- W4382202577 hasConcept C162324750 @default.
- W4382202577 hasConcept C173801870 @default.
- W4382202577 hasConcept C185798385 @default.
- W4382202577 hasConcept C187736073 @default.
- W4382202577 hasConcept C188888258 @default.
- W4382202577 hasConcept C19966478 @default.
- W4382202577 hasConcept C205649164 @default.
- W4382202577 hasConcept C2778445095 @default.
- W4382202577 hasConcept C2780451532 @default.
- W4382202577 hasConcept C33923547 @default.
- W4382202577 hasConcept C41008148 @default.
- W4382202577 hasConcept C90509273 @default.
- W4382202577 hasConcept C97541855 @default.
- W4382202577 hasConceptScore W4382202577C109718341 @default.
- W4382202577 hasConceptScore W4382202577C111919701 @default.
- W4382202577 hasConceptScore W4382202577C117270229 @default.
- W4382202577 hasConceptScore W4382202577C119857082 @default.
- W4382202577 hasConceptScore W4382202577C124145224 @default.
- W4382202577 hasConceptScore W4382202577C126255220 @default.
- W4382202577 hasConceptScore W4382202577C127705205 @default.
- W4382202577 hasConceptScore W4382202577C13280743 @default.
- W4382202577 hasConceptScore W4382202577C154945302 @default.
- W4382202577 hasConceptScore W4382202577C162324750 @default.
- W4382202577 hasConceptScore W4382202577C173801870 @default.
- W4382202577 hasConceptScore W4382202577C185798385 @default.
- W4382202577 hasConceptScore W4382202577C187736073 @default.
- W4382202577 hasConceptScore W4382202577C188888258 @default.
- W4382202577 hasConceptScore W4382202577C19966478 @default.
- W4382202577 hasConceptScore W4382202577C205649164 @default.
- W4382202577 hasConceptScore W4382202577C2778445095 @default.
- W4382202577 hasConceptScore W4382202577C2780451532 @default.
- W4382202577 hasConceptScore W4382202577C33923547 @default.
- W4382202577 hasConceptScore W4382202577C41008148 @default.
- W4382202577 hasConceptScore W4382202577C90509273 @default.
- W4382202577 hasConceptScore W4382202577C97541855 @default.
- W4382202577 hasIssue "10" @default.
- W4382202577 hasLocation W43822025771 @default.
- W4382202577 hasOpenAccess W4382202577 @default.
- W4382202577 hasPrimaryLocation W43822025771 @default.
- W4382202577 hasRelatedWork W1979448138 @default.
- W4382202577 hasRelatedWork W1985012061 @default.
- W4382202577 hasRelatedWork W2139441137 @default.
- W4382202577 hasRelatedWork W2373283138 @default.
- W4382202577 hasRelatedWork W2738297597 @default.
- W4382202577 hasRelatedWork W2957530701 @default.
- W4382202577 hasRelatedWork W3050209628 @default.
- W4382202577 hasRelatedWork W4301374900 @default.
- W4382202577 hasRelatedWork W4323650391 @default.
- W4382202577 hasRelatedWork W4382202577 @default.
- W4382202577 hasVolume "37" @default.
- W4382202577 isParatext "false" @default.
- W4382202577 isRetracted "false" @default.
- W4382202577 workType "article" @default.