{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,9,13]],"date-time":"2024-09-13T03:17:07Z","timestamp":1726197427942},"publisher-location":"Cham","reference-count":15,"publisher":"Springer Nature Switzerland","isbn-type":[{"type":"print","value":"9783031328824"},{"type":"electronic","value":"9783031328831"}],"license":[{"start":{"date-parts":[[2023,1,1]],"date-time":"2023-01-01T00:00:00Z","timestamp":1672531200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2023,1,1]],"date-time":"2023-01-01T00:00:00Z","timestamp":1672531200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2023]]},"DOI":"10.1007\/978-3-031-32883-1_21","type":"book-chapter","created":{"date-parts":[[2023,5,21]],"date-time":"2023-05-21T19:03:16Z","timestamp":1684695796000},"page":"247-256","update-policy":"http:\/\/dx.doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Using the\u00a0ITS Components in\u00a0Improving the\u00a0Q-Learning Policy for\u00a0Instructional Sequencing"],"prefix":"10.1007","author":[{"ORCID":"http:\/\/orcid.org\/0000-0001-7575-6433","authenticated-orcid":false,"given":"Amel","family":"Yessad","sequence":"first","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2023,5,22]]},"reference":[{"key":"21_CR1","unstructured":"Aleven, V., McLaughlin, E.A., Glenn, R.A., Koedinger, K.R.: Instruction based on adaptive learning technologies. In: Handbook of Research on Learning and Instruction, vol. 2, pp. 522\u2013560 (2016)"},{"key":"21_CR2","doi-asserted-by":"crossref","unstructured":"Bassen, J., et al.: Reinforcement learning for the adaptive scheduling of educational activities. In: Proceedings of the 2020 CHI Conference on Human Factors in Computing Systems, pp. 1\u201312 (2020)","DOI":"10.1145\/3313831.3376518"},{"key":"21_CR3","doi-asserted-by":"crossref","unstructured":"Clement, B., Roy, D., Oudeyer, P.Y., Lopes, M.: Multi-armed bandits for intelligent tutoring systems. arXiv preprint arXiv:1310.3174 (2013)","DOI":"10.1109\/DEVLRN.2014.6983019"},{"key":"21_CR4","doi-asserted-by":"publisher","first-page":"253","DOI":"10.1007\/BF01099821","volume":"4","author":"AT Corbett","year":"1994","unstructured":"Corbett, A.T., Anderson, J.R.: Knowledge tracing: modeling the acquisition of procedural knowledge. User Model. User-Adap. Inter. 4, 253\u2013278 (1994)","journal-title":"User Model. User-Adap. Inter."},{"issue":"4","key":"21_CR5","doi-asserted-by":"publisher","first-page":"568","DOI":"10.1007\/s40593-019-00187-x","volume":"29","author":"S Doroudi","year":"2019","unstructured":"Doroudi, S., Aleven, V., Brunskill, E.: Where\u2019s the reward? Int. J. Artif. Intell. Educ. 29(4), 568\u2013620 (2019)","journal-title":"Int. J. Artif. Intell. Educ."},{"key":"21_CR6","unstructured":"Efremov, A., Ghosh, A., Singla, A.: Zero-shot learning of hint policy via reinforcement learning and program synthesis. In: EDM (2020)"},{"key":"21_CR7","unstructured":"Mandel, T., Liu, Y.E., Levine, S., Brunskill, E., Popovic, Z.: Offline policy evaluation across representations with applications to educational games. In: AAMAS, vol. 1077 (2014)"},{"key":"21_CR8","unstructured":"Sen, A., et al.: Machine beats human at sequencing visuals for perceptual-fluency practice. International Educational Data Mining Society (2018)"},{"key":"21_CR9","unstructured":"Singla, A., Rafferty, A.N., Radanovic, G., Heffernan, N.T.: Reinforcement learning for education: opportunities and challenges. arXiv preprint arXiv:2107.08828 (2021)"},{"key":"21_CR10","unstructured":"Sondik, E.J.: The optimal control of partially observable Markov decision processes. PhD thesis, Stanford University (1971)"},{"key":"21_CR11","unstructured":"Tessler, C., Mankowitz, D.J., Mannor, S.: Reward constrained policy optimization. arXiv preprint arXiv:1805.11074 (2018)"},{"key":"21_CR12","doi-asserted-by":"publisher","first-page":"107","DOI":"10.1007\/s40593-015-0056-x","volume":"26","author":"K VanLehn","year":"2016","unstructured":"VanLehn, K.: Regulative loops, step loops and task loops. Int. J. Artif. Intell. Educ. 26, 107\u2013112 (2016)","journal-title":"Int. J. Artif. Intell. Educ."},{"issue":"3","key":"21_CR13","doi-asserted-by":"publisher","first-page":"279","DOI":"10.1007\/BF00992698","volume":"8","author":"CJ Watkins","year":"1992","unstructured":"Watkins, C.J., Dayan, P.: Q-learning. Mach. Learn. 8(3), 279\u2013292 (1992)","journal-title":"Mach. Learn."},{"key":"21_CR14","unstructured":"Watkins, C.J.C.H.: Learning from delayed rewards (1989)"},{"key":"21_CR15","series-title":"Lecture Notes in Computer Science (Lecture Notes in Artificial Intelligence)","doi-asserted-by":"publisher","first-page":"171","DOI":"10.1007\/978-3-642-39112-5_18","volume-title":"Artificial Intelligence in Education","author":"MV Yudelson","year":"2013","unstructured":"Yudelson, M.V., Koedinger, K.R., Gordon, G.J.: Individualized Bayesian knowledge tracing models. In: Lane, H.C., Yacef, K., Mostow, J., Pavlik, P. (eds.) AIED 2013. LNCS (LNAI), vol. 7926, pp. 171\u2013180. Springer, Heidelberg (2013). https:\/\/doi.org\/10.1007\/978-3-642-39112-5_18"}],"container-title":["Lecture Notes in Computer Science","Augmented Intelligence and Intelligent Tutoring Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-031-32883-1_21","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,5,21]],"date-time":"2023-05-21T19:09:29Z","timestamp":1684696169000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-031-32883-1_21"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023]]},"ISBN":["9783031328824","9783031328831"],"references-count":15,"URL":"https:\/\/doi.org\/10.1007\/978-3-031-32883-1_21","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2023]]},"assertion":[{"value":"22 May 2023","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ITS","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Intelligent Tutoring Systems","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Corfu","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Greece","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2023","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2 June 2023","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"5 June 2023","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"19","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"its2023","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/iis-international.org\/its2023\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Double-blind","order":1,"name":"type","label":"Type","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"Easy chair","order":2,"name":"conference_management_system","label":"Conference Management System","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"84","order":3,"name":"number_of_submissions_sent_for_review","label":"Number of Submissions Sent for Review","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"41","order":4,"name":"number_of_full_papers_accepted","label":"Number of Full Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"19","order":5,"name":"number_of_short_papers_accepted","label":"Number of Short Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"49% - The value is computed by the equation \"Number of Full Papers Accepted \/ Number of Submissions Sent for Review * 100\" and then rounded to a whole number.","order":6,"name":"acceptance_rate_of_full_papers","label":"Acceptance Rate of Full Papers","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"3","order":7,"name":"average_number_of_reviews_per_paper","label":"Average Number of Reviews per Paper","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"3","order":8,"name":"average_number_of_papers_per_reviewer","label":"Average Number of Papers per Reviewer","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"Yes","order":9,"name":"external_reviewers_involved","label":"External Reviewers Involved","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}}]}}