Matches in SemOpenAlex for { <https://semopenalex.org/work/W4386431403> ?p ?o ?g. }
Showing items 1 to 70 of
70
with 100 items per page.
- W4386431403 endingPage "179" @default.
- W4386431403 startingPage "160" @default.
- W4386431403 abstract "Although deep reinforcement learning (DRL) methods have been successfully applied in challenging tasks, their application in real-world operational settings - where transparency and accountability play important roles in automation - is challenged by methods’ limited ability to provide explanations. Among the paradigms for explainability in DRL is the interpretable box design paradigm, where interpretable models substitute inner closed constituent models of the DRL method, thus making the DRL method “inherently” interpretable. In this paper we propose a generic paradigm where interpretable DRL models are trained following an online mimicking paradigm. We exemplify this paradigm through XDQN, an explainable variation of DQN that uses an interpretable model trained online with the deep Q-values model. XDQN is challenged in a complex, real-world operational multi-agent problem pertaining to the demand-capacity balancing problem of air traffic management (ATM), where human operators need to master complexity and understand the factors driving decision making. XDQN is shown to achieve high performance, similar to that of its non-interpretable DQN counterpart, while its abilities to provide global models’ interpretations and interpretations of local decisions are demonstrated." @default.
- W4386431403 created "2023-09-05" @default.
- W4386431403 creator A5040575826 @default.
- W4386431403 creator A5088371409 @default.
- W4386431403 date "2023-01-01" @default.
- W4386431403 modified "2023-10-01" @default.
- W4386431403 title "Inherently Interpretable Deep Reinforcement Learning Through Online Mimicking" @default.
- W4386431403 cites W1641379095 @default.
- W4386431403 cites W2027857686 @default.
- W4386431403 cites W2106524649 @default.
- W4386431403 cites W2145339207 @default.
- W4386431403 cites W2282821441 @default.
- W4386431403 cites W2575705757 @default.
- W4386431403 cites W2738491172 @default.
- W4386431403 cites W2815421352 @default.
- W4386431403 cites W2883535494 @default.
- W4386431403 cites W2910705748 @default.
- W4386431403 cites W2952561542 @default.
- W4386431403 cites W2962772482 @default.
- W4386431403 cites W2998004401 @default.
- W4386431403 cites W3126478479 @default.
- W4386431403 cites W3157410348 @default.
- W4386431403 cites W3174752098 @default.
- W4386431403 cites W4206060479 @default.
- W4386431403 cites W4220970489 @default.
- W4386431403 cites W4282914661 @default.
- W4386431403 cites W4295126967 @default.
- W4386431403 doi "https://doi.org/10.1007/978-3-031-40878-6_10" @default.
- W4386431403 hasPublicationYear "2023" @default.
- W4386431403 type Work @default.
- W4386431403 citedByCount "0" @default.
- W4386431403 crossrefType "book-chapter" @default.
- W4386431403 hasAuthorship W4386431403A5040575826 @default.
- W4386431403 hasAuthorship W4386431403A5088371409 @default.
- W4386431403 hasConcept C115901376 @default.
- W4386431403 hasConcept C119857082 @default.
- W4386431403 hasConcept C127413603 @default.
- W4386431403 hasConcept C154945302 @default.
- W4386431403 hasConcept C2780233690 @default.
- W4386431403 hasConcept C38652104 @default.
- W4386431403 hasConcept C41008148 @default.
- W4386431403 hasConcept C78519656 @default.
- W4386431403 hasConcept C97541855 @default.
- W4386431403 hasConceptScore W4386431403C115901376 @default.
- W4386431403 hasConceptScore W4386431403C119857082 @default.
- W4386431403 hasConceptScore W4386431403C127413603 @default.
- W4386431403 hasConceptScore W4386431403C154945302 @default.
- W4386431403 hasConceptScore W4386431403C2780233690 @default.
- W4386431403 hasConceptScore W4386431403C38652104 @default.
- W4386431403 hasConceptScore W4386431403C41008148 @default.
- W4386431403 hasConceptScore W4386431403C78519656 @default.
- W4386431403 hasConceptScore W4386431403C97541855 @default.
- W4386431403 hasLocation W43864314031 @default.
- W4386431403 hasOpenAccess W4386431403 @default.
- W4386431403 hasPrimaryLocation W43864314031 @default.
- W4386431403 hasRelatedWork W260766989 @default.
- W4386431403 hasRelatedWork W2959276766 @default.
- W4386431403 hasRelatedWork W2961085424 @default.
- W4386431403 hasRelatedWork W3074294383 @default.
- W4386431403 hasRelatedWork W3111983280 @default.
- W4386431403 hasRelatedWork W3139193008 @default.
- W4386431403 hasRelatedWork W4206669594 @default.
- W4386431403 hasRelatedWork W4295941380 @default.
- W4386431403 hasRelatedWork W4306674287 @default.
- W4386431403 hasRelatedWork W4319083788 @default.
- W4386431403 isParatext "false" @default.
- W4386431403 isRetracted "false" @default.
- W4386431403 workType "book-chapter" @default.