FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3037807764> ?p ?o ?g. }

• W3037807764 abstract "Euclidean Markov decision processes are a powerful tool for modeling control problems under uncertainty over continuous domains. Finite state imprecise, Markov decision processes can be used to approximate the behavior of these infinite models. In this paper we address two questions: first, we investigate what kind of approximation guarantees are obtained when the Euclidean process is approximated by finite state approximations induced by increasingly fine partitions of the continuous state space. We show that for cost functions over finite time horizons the approximations become arbitrarily precise. Second, we use imprecise Markov decision process approximations as a tool to analyse and validate cost functions and strategies obtained by reinforcement learning. We find that, on the one hand, our new theoretical results validate basic design choices of a previously proposed reinforcement learning approach. On the other hand, the imprecise Markov decision process approximations reveal some inaccuracies in the learned cost functions." @default.
• W3037807764 created "2020-07-02" @default.
• W3037807764 creator A5014289413 @default.
• W3037807764 creator A5016152088 @default.
• W3037807764 creator A5028307375 @default.
• W3037807764 creator A5044883502 @default.
• W3037807764 creator A5069362159 @default.
• W3037807764 date "2020-06-26" @default.
• W3037807764 modified "2023-09-25" @default.
• W3037807764 title "Approximating Euclidean by Imprecise Markov Decision Processes" @default.
• W3037807764 cites W1995856582 @default.
• W3037807764 cites W2036931518 @default.
• W3037807764 cites W2044811734 @default.
• W3037807764 cites W2056099894 @default.
• W3037807764 cites W2144502731 @default.
• W3037807764 cites W2169677553 @default.
• W3037807764 cites W2186430569 @default.
• W3037807764 cites W2334782222 @default.
• W3037807764 cites W2796248977 @default.
• W3037807764 cites W2796291475 @default.
• W3037807764 cites W2912198824 @default.
• W3037807764 cites W2981739602 @default.
• W3037807764 cites W3099114572 @default.
• W3037807764 cites W598627951 @default.
• W3037807764 hasPublicationYear "2020" @default.
• W3037807764 type Work @default.
• W3037807764 sameAs 3037807764 @default.
• W3037807764 citedByCount "0" @default.
• W3037807764 crossrefType "posted-content" @default.
• W3037807764 hasAuthorship W3037807764A5014289413 @default.
• W3037807764 hasAuthorship W3037807764A5016152088 @default.
• W3037807764 hasAuthorship W3037807764A5028307375 @default.
• W3037807764 hasAuthorship W3037807764A5044883502 @default.
• W3037807764 hasAuthorship W3037807764A5069362159 @default.
• W3037807764 hasConcept C105795698 @default.
• W3037807764 hasConcept C106189395 @default.
• W3037807764 hasConcept C111919701 @default.
• W3037807764 hasConcept C11413529 @default.
• W3037807764 hasConcept C114614502 @default.
• W3037807764 hasConcept C115988155 @default.
• W3037807764 hasConcept C119857082 @default.
• W3037807764 hasConcept C126255220 @default.
• W3037807764 hasConcept C129782007 @default.
• W3037807764 hasConcept C154945302 @default.
• W3037807764 hasConcept C159886148 @default.
• W3037807764 hasConcept C17098449 @default.
• W3037807764 hasConcept C186450821 @default.
• W3037807764 hasConcept C193386753 @default.
• W3037807764 hasConcept C2524010 @default.
• W3037807764 hasConcept C28826006 @default.
• W3037807764 hasConcept C33923547 @default.
• W3037807764 hasConcept C41008148 @default.
• W3037807764 hasConcept C48103436 @default.
• W3037807764 hasConcept C72434380 @default.
• W3037807764 hasConcept C97541855 @default.
• W3037807764 hasConcept C98045186 @default.
• W3037807764 hasConcept C98763669 @default.
• W3037807764 hasConceptScore W3037807764C105795698 @default.
• W3037807764 hasConceptScore W3037807764C106189395 @default.
• W3037807764 hasConceptScore W3037807764C111919701 @default.
• W3037807764 hasConceptScore W3037807764C11413529 @default.
• W3037807764 hasConceptScore W3037807764C114614502 @default.
• W3037807764 hasConceptScore W3037807764C115988155 @default.
• W3037807764 hasConceptScore W3037807764C119857082 @default.
• W3037807764 hasConceptScore W3037807764C126255220 @default.
• W3037807764 hasConceptScore W3037807764C129782007 @default.
• W3037807764 hasConceptScore W3037807764C154945302 @default.
• W3037807764 hasConceptScore W3037807764C159886148 @default.
• W3037807764 hasConceptScore W3037807764C17098449 @default.
• W3037807764 hasConceptScore W3037807764C186450821 @default.
• W3037807764 hasConceptScore W3037807764C193386753 @default.
• W3037807764 hasConceptScore W3037807764C2524010 @default.
• W3037807764 hasConceptScore W3037807764C28826006 @default.
• W3037807764 hasConceptScore W3037807764C33923547 @default.
• W3037807764 hasConceptScore W3037807764C41008148 @default.
• W3037807764 hasConceptScore W3037807764C48103436 @default.
• W3037807764 hasConceptScore W3037807764C72434380 @default.
• W3037807764 hasConceptScore W3037807764C97541855 @default.
• W3037807764 hasConceptScore W3037807764C98045186 @default.
• W3037807764 hasConceptScore W3037807764C98763669 @default.
• W3037807764 hasLocation W30378077641 @default.
• W3037807764 hasOpenAccess W3037807764 @default.
• W3037807764 hasPrimaryLocation W30378077641 @default.
• W3037807764 hasRelatedWork W1584686897 @default.
• W3037807764 hasRelatedWork W1589406225 @default.
• W3037807764 hasRelatedWork W2009595816 @default.
• W3037807764 hasRelatedWork W2033978746 @default.
• W3037807764 hasRelatedWork W2065087844 @default.
• W3037807764 hasRelatedWork W2099724000 @default.
• W3037807764 hasRelatedWork W2103935902 @default.
• W3037807764 hasRelatedWork W2137435915 @default.
• W3037807764 hasRelatedWork W2152240460 @default.
• W3037807764 hasRelatedWork W2413475417 @default.
• W3037807764 hasRelatedWork W2951637879 @default.
• W3037807764 hasRelatedWork W2951947461 @default.
• W3037807764 hasRelatedWork W2976375885 @default.
• W3037807764 hasRelatedWork W3040497714 @default.
• W3037807764 hasRelatedWork W3082939421 @default.
• W3037807764 hasRelatedWork W3097334999 @default.
• W3037807764 hasRelatedWork W3105721401 @default.

• next