Matches in SemOpenAlex for { <https://semopenalex.org/work/W3108223518> ?p ?o ?g. }
Showing items 1 to 64 of
64
with 100 items per page.
- W3108223518 endingPage "419" @default.
- W3108223518 startingPage "407" @default.
- W3108223518 abstract "We considered a novel practical problem of online learning with episodically revealed rewards, motivated by several real-world applications, where the contexts are nonstationary over different episodes and the reward feedbacks are not always available to the decision making agents. For this online semi-supervised learning setting, we introduced Background Episodic Reward LinUCB (BerlinUCB), a solution that easily incorporates clustering as a self-supervision module to provide useful side information when rewards are not observed. Our experiments on a variety of datasets, both in stationary and nonstationary environments of six different scenarios, demonstrated clear advantages of the proposed approach over the standard contextual bandit. Lastly, we introduced a relevant real-life example where this problem setting is especially useful. (Codes can be accessed at https://github.com/doerlbh/BerlinUCB)." @default.
- W3108223518 created "2020-12-07" @default.
- W3108223518 creator A5018612055 @default.
- W3108223518 date "2020-01-01" @default.
- W3108223518 modified "2023-09-23" @default.
- W3108223518 title "Online Semi-supervised Learning in Contextual Bandits with Episodic Reward" @default.
- W3108223518 cites W1598846723 @default.
- W3108223518 cites W1973712811 @default.
- W3108223518 cites W1987292194 @default.
- W3108223518 cites W2112420033 @default.
- W3108223518 cites W2132914434 @default.
- W3108223518 cites W2168405694 @default.
- W3108223518 cites W2238973924 @default.
- W3108223518 cites W2896538040 @default.
- W3108223518 cites W2913289884 @default.
- W3108223518 cites W2965734046 @default.
- W3108223518 cites W2981087920 @default.
- W3108223518 cites W3143520103 @default.
- W3108223518 cites W4300672471 @default.
- W3108223518 doi "https://doi.org/10.1007/978-3-030-64984-5_32" @default.
- W3108223518 hasPublicationYear "2020" @default.
- W3108223518 type Work @default.
- W3108223518 sameAs 3108223518 @default.
- W3108223518 citedByCount "7" @default.
- W3108223518 countsByYear W31082235182020 @default.
- W3108223518 countsByYear W31082235182021 @default.
- W3108223518 countsByYear W31082235182022 @default.
- W3108223518 crossrefType "book-chapter" @default.
- W3108223518 hasAuthorship W3108223518A5018612055 @default.
- W3108223518 hasBestOaLocation W31082235182 @default.
- W3108223518 hasConcept C119857082 @default.
- W3108223518 hasConcept C136389625 @default.
- W3108223518 hasConcept C136764020 @default.
- W3108223518 hasConcept C154945302 @default.
- W3108223518 hasConcept C2986087404 @default.
- W3108223518 hasConcept C41008148 @default.
- W3108223518 hasConcept C50644808 @default.
- W3108223518 hasConceptScore W3108223518C119857082 @default.
- W3108223518 hasConceptScore W3108223518C136389625 @default.
- W3108223518 hasConceptScore W3108223518C136764020 @default.
- W3108223518 hasConceptScore W3108223518C154945302 @default.
- W3108223518 hasConceptScore W3108223518C2986087404 @default.
- W3108223518 hasConceptScore W3108223518C41008148 @default.
- W3108223518 hasConceptScore W3108223518C50644808 @default.
- W3108223518 hasLocation W31082235181 @default.
- W3108223518 hasLocation W31082235182 @default.
- W3108223518 hasOpenAccess W3108223518 @default.
- W3108223518 hasPrimaryLocation W31082235181 @default.
- W3108223518 hasRelatedWork W2981850339 @default.
- W3108223518 hasRelatedWork W3046775127 @default.
- W3108223518 hasRelatedWork W3094076422 @default.
- W3108223518 hasRelatedWork W3095538999 @default.
- W3108223518 hasRelatedWork W3162567751 @default.
- W3108223518 hasRelatedWork W3210156800 @default.
- W3108223518 hasRelatedWork W4220686584 @default.
- W3108223518 hasRelatedWork W4221088574 @default.
- W3108223518 hasRelatedWork W4226172683 @default.
- W3108223518 hasRelatedWork W4249546094 @default.
- W3108223518 isParatext "false" @default.
- W3108223518 isRetracted "false" @default.
- W3108223518 magId "3108223518" @default.
- W3108223518 workType "book-chapter" @default.