FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2912267694> ?p ?o ?g. }

• W2912267694 abstract "Abstract This paper presents the deep reinforcement learning (DRL) framework to estimate the optimal Dynamic Treatment Regimes from observational medical data. This framework is more flexible and adaptive for high dimensional action and state spaces than existing reinforcement learning methods to model real-life complexity in heterogeneous disease progression and treatment choices, with the goal of providing doctors and patients the data-driven personalized decision recommendations. The proposed DRL framework comprises (i) a supervised learning step to predict expert actions, and (ii) a deep reinforcement learning step to estimate the long-term value function of Dynamic Treatment Regimes. Both steps depend on deep neural networks. As a key motivational example, we have implemented the proposed framework on a data set from the Center for International Bone Marrow Transplant Research (CIBMTR) registry database, focusing on the sequence of prevention and treatments for acute and chronic graft versus host disease after transplantation. In the experimental results, we have demonstrated promising accuracy in predicting human experts’ decisions, as well as the high expected reward function in the DRL-based dynamic treatment regimes." @default.
• W2912267694 created "2019-02-21" @default.
• W2912267694 creator A5025596795 @default.
• W2912267694 creator A5025687838 @default.
• W2912267694 creator A5039176528 @default.
• W2912267694 creator A5041853363 @default.
• W2912267694 creator A5047324704 @default.
• W2912267694 creator A5060002817 @default.
• W2912267694 date "2019-02-06" @default.
• W2912267694 modified "2023-10-16" @default.
• W2912267694 title "Learning the Dynamic Treatment Regimes from Medical Registry Data through Deep Q-network" @default.
• W2912267694 cites W1575533059 @default.
• W2912267694 cites W1991676478 @default.
• W2912267694 cites W2007151269 @default.
• W2912267694 cites W2027795129 @default.
• W2912267694 cites W2038146650 @default.
• W2912267694 cites W2042055313 @default.
• W2912267694 cites W2066153095 @default.
• W2912267694 cites W2091087368 @default.
• W2912267694 cites W2096986445 @default.
• W2912267694 cites W2108598243 @default.
• W2912267694 cites W2120839204 @default.
• W2912267694 cites W2145339207 @default.
• W2912267694 cites W2156682402 @default.
• W2912267694 cites W2165612525 @default.
• W2912267694 cites W2257979135 @default.
• W2912267694 cites W2474213459 @default.
• W2912267694 cites W2597068831 @default.
• W2912267694 cites W2611759197 @default.
• W2912267694 cites W2625874945 @default.
• W2912267694 cites W27306700 @default.
• W2912267694 cites W2741401130 @default.
• W2912267694 cites W2766329790 @default.
• W2912267694 cites W2962887844 @default.
• W2912267694 doi "https://doi.org/10.1038/s41598-018-37142-0" @default.
• W2912267694 hasPubMedCentralId "https://www.ncbi.nlm.nih.gov/pmc/articles/6365640" @default.
• W2912267694 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/30728403" @default.
• W2912267694 hasPublicationYear "2019" @default.
• W2912267694 type Work @default.
• W2912267694 sameAs 2912267694 @default.
• W2912267694 citedByCount "13" @default.
• W2912267694 countsByYear W29122676942019 @default.
• W2912267694 countsByYear W29122676942020 @default.
• W2912267694 countsByYear W29122676942021 @default.
• W2912267694 countsByYear W29122676942022 @default.
• W2912267694 countsByYear W29122676942023 @default.
• W2912267694 crossrefType "journal-article" @default.
• W2912267694 hasAuthorship W2912267694A5025596795 @default.
• W2912267694 hasAuthorship W2912267694A5025687838 @default.
• W2912267694 hasAuthorship W2912267694A5039176528 @default.
• W2912267694 hasAuthorship W2912267694A5041853363 @default.
• W2912267694 hasAuthorship W2912267694A5047324704 @default.
• W2912267694 hasAuthorship W2912267694A5060002817 @default.
• W2912267694 hasBestOaLocation W29122676941 @default.
• W2912267694 hasConcept C108583219 @default.
• W2912267694 hasConcept C119857082 @default.
• W2912267694 hasConcept C14036430 @default.
• W2912267694 hasConcept C144237770 @default.
• W2912267694 hasConcept C14646407 @default.
• W2912267694 hasConcept C147168706 @default.
• W2912267694 hasConcept C154945302 @default.
• W2912267694 hasConcept C177264268 @default.
• W2912267694 hasConcept C199360897 @default.
• W2912267694 hasConcept C32220436 @default.
• W2912267694 hasConcept C33923547 @default.
• W2912267694 hasConcept C41008148 @default.
• W2912267694 hasConcept C50644808 @default.
• W2912267694 hasConcept C58489278 @default.
• W2912267694 hasConcept C60644358 @default.
• W2912267694 hasConcept C78458016 @default.
• W2912267694 hasConcept C86803240 @default.
• W2912267694 hasConcept C97541855 @default.
• W2912267694 hasConceptScore W2912267694C108583219 @default.
• W2912267694 hasConceptScore W2912267694C119857082 @default.
• W2912267694 hasConceptScore W2912267694C14036430 @default.
• W2912267694 hasConceptScore W2912267694C144237770 @default.
• W2912267694 hasConceptScore W2912267694C14646407 @default.
• W2912267694 hasConceptScore W2912267694C147168706 @default.
• W2912267694 hasConceptScore W2912267694C154945302 @default.
• W2912267694 hasConceptScore W2912267694C177264268 @default.
• W2912267694 hasConceptScore W2912267694C199360897 @default.
• W2912267694 hasConceptScore W2912267694C32220436 @default.
• W2912267694 hasConceptScore W2912267694C33923547 @default.
• W2912267694 hasConceptScore W2912267694C41008148 @default.
• W2912267694 hasConceptScore W2912267694C50644808 @default.
• W2912267694 hasConceptScore W2912267694C58489278 @default.
• W2912267694 hasConceptScore W2912267694C60644358 @default.
• W2912267694 hasConceptScore W2912267694C78458016 @default.
• W2912267694 hasConceptScore W2912267694C86803240 @default.
• W2912267694 hasConceptScore W2912267694C97541855 @default.
• W2912267694 hasIssue "1" @default.
• W2912267694 hasLocation W29122676941 @default.
• W2912267694 hasLocation W29122676942 @default.
• W2912267694 hasLocation W29122676943 @default.
• W2912267694 hasLocation W29122676944 @default.
• W2912267694 hasOpenAccess W2912267694 @default.
• W2912267694 hasPrimaryLocation W29122676941 @default.
• W2912267694 hasRelatedWork W2025663273 @default.
• W2912267694 hasRelatedWork W2386410636 @default.
• W2912267694 hasRelatedWork W2953061907 @default.

• next