{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,18]],"date-time":"2025-12-18T14:14:06Z","timestamp":1766067246994,"version":"3.37.3"},"reference-count":43,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"4","license":[{"start":{"date-parts":[[2022,7,1]],"date-time":"2022-07-01T00:00:00Z","timestamp":1656633600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2022,7,1]],"date-time":"2022-07-01T00:00:00Z","timestamp":1656633600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2022,7,1]],"date-time":"2022-07-01T00:00:00Z","timestamp":1656633600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"name":"BAGEP 2019 Award of the Science Academy"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Serv. Comput."],"published-print":{"date-parts":[[2022,7,1]]},"DOI":"10.1109\/tsc.2020.3037224","type":"journal-article","created":{"date-parts":[[2020,11,10]],"date-time":"2020-11-10T21:01:54Z","timestamp":1605042114000},"page":"2144-2157","source":"Crossref","is-referenced-by-count":9,"title":["Feedback Adaptive Learning for Medical and Educational Application Recommendation"],"prefix":"10.1109","volume":"15","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-4361-4021","authenticated-orcid":false,"given":"Cem","family":"Tekin","sequence":"first","affiliation":[{"name":"Department of Electrical and Electronics Engineering, Bilkent University, Ankara, Turkey"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5494-6465","authenticated-orcid":false,"given":"Sepehr","family":"Elahi","sequence":"additional","affiliation":[{"name":"Department of Electrical and Electronics Engineering, Bilkent University, Ankara, Turkey"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mihaela","family":"van der Schaar","sequence":"additional","affiliation":[{"name":"Department of Applied Mathematics &amp; Theoretical Physics, Engineering and Public Health Policy, University of Cambridge, Cambridge, U.K."}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/TSC.2010.52"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/TSC.2014.2365795"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/TSC.2016.2605089"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/TSC.2013.53"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1145\/2983533"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1089\/tmj.2010.9999"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1177\/1529100615569721"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.2196\/jmir.6645"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1111\/biom.12258"},{"issue":"1","key":"ref10","first-page":"25","article-title":"Language proficiency and smartphone-aided second language learning: A look at english, german, swahili, hausa and zulu","volume":"17","author":"Luef","year":"2019","journal-title":"Electron. J. e-Learn."},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1145\/2532515"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2019.06.029"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1145\/3320482"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1111\/1467-9868.00389"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4419-9076-1_11"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1002\/sim.2022"},{"key":"ref17","first-page":"48 109","article-title":"A-learning for approximate planning","volume":"1001","author":"Blatt","year":"2004","journal-title":"Ann Arbor"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1214\/13-STS450"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/TNET.2011.2181864"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1016\/j.jcss.2012.01.001"},{"key":"ref21","first-page":"535","article-title":"Tight regret bounds for stochastic combinatorial semi-bandits","volume-title":"Proc. 18th Int. Conf. Artif. Intell. Statist.","author":"Kveton"},{"key":"ref22","first-page":"420","article-title":"Matroid bandits: Fast combinatorial optimization with learning","volume-title":"Proc. 30th Conf. Uncertainty Artif. Intell.","author":"Kveton"},{"key":"ref23","first-page":"333","article-title":"Adaptive submodularity: A new approach to active learning and stochastic optimization","volume-title":"Proc. Annu. Conf. Learn. Theory","author":"Golovin"},{"key":"ref24","first-page":"2697","article-title":"Adaptive submodular maximization in bandit setting","volume-title":"Proc. 26th Int. Conf. Neural Inf. Process. Syst.","author":"Gabillon"},{"key":"ref25","first-page":"1505","article-title":"Optimistic linear programming gives logarithmic regret for irreducible MDPs","volume-title":"Proc. 20th Int. Conf. Neural Inf. Process. Syst.","author":"Tewari"},{"key":"ref26","first-page":"1563","article-title":"Near-optimal regret bounds for reinforcement learning","volume":"11","author":"Jaksch","year":"2010","journal-title":"J. Mach. Learn. Res."},{"key":"ref27","first-page":"1583","article-title":"Online learning in episodic Markovian decision processes by relative entropy policy search","volume-title":"Proc. Advances Neural Inf. Process. Syst.","author":"Zimin"},{"key":"ref28","first-page":"263","article-title":"Minimax regret bounds for reinforcement learning","volume-title":"Proc. 34th Int. Conf. Mach. Learn.","author":"Azar"},{"key":"ref29","first-page":"1184","article-title":"Optimistic posterior sampling for reinforcement learning: Worst-case regret bounds","volume-title":"Proc. 31st Int. Conf. Neural Inf. Process. Syst.","author":"Agrawal"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2014.2371046"},{"key":"ref31","doi-asserted-by":"crossref","first-page":"3","DOI":"10.1007\/BF00992698","article-title":"Q-learning","volume":"8","author":"Watkins","year":"1992","journal-title":"Mach. Learn."},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1007\/bf00115009"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1016\/0196-8858(85)90002-8"},{"key":"ref34","doi-asserted-by":"crossref","first-page":"235","DOI":"10.1023\/A:1013689704352","article-title":"Finite-time analysis of the multiarmed bandit problem","volume":"47","author":"Auer","year":"2002","journal-title":"Mach. Learn."},{"key":"ref35","first-page":"1","article-title":"Analysis of Thompson sampling for the multi-armed bandit problem","volume-title":"Proc. 25th Annu. Conf. Learn. Theory","author":"Agrawal"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1093\/jamia\/ocy023"},{"key":"ref37","first-page":"434","article-title":"Depth-first versus best-first search","volume-title":"Proc. 11th Nat. Conf. Artif. Intell.","author":"Vempaty"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1377\/hlthaff.2014.0452"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.24963\/ijcai.2017\/447"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1090\/S0002-9904-1949-09223-6"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1145\/1644873.1644874"},{"key":"ref42","first-page":"2312","article-title":"Improved algorithms for linear stochastic bandits","volume-title":"Proc. 24th Int. Conf. Neural Inf. Process. Syst.","author":"Abbasi-Yadkori"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1016\/j.tcs.2010.04.007"}],"container-title":["IEEE Transactions on Services Computing"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/4629386\/9851490\/09253629.pdf?arnumber=9253629","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,1,9]],"date-time":"2024-01-09T23:08:34Z","timestamp":1704841714000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9253629\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,7,1]]},"references-count":43,"journal-issue":{"issue":"4"},"URL":"https:\/\/doi.org\/10.1109\/tsc.2020.3037224","relation":{},"ISSN":["1939-1374","2372-0204"],"issn-type":[{"type":"electronic","value":"1939-1374"},{"type":"electronic","value":"2372-0204"}],"subject":[],"published":{"date-parts":[[2022,7,1]]}}}