{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,25]],"date-time":"2026-09-25T05:38:23Z","timestamp":1790314703235,"version":"4.1.0"},"publisher-location":"Cham","reference-count":21,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783030496623","type":"print"},{"value":"9783030496630","type":"electronic"}],"license":[{"start":{"date-parts":[[2020,1,1]],"date-time":"2020-01-01T00:00:00Z","timestamp":1577836800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2020,1,1]],"date-time":"2020-01-01T00:00:00Z","timestamp":1577836800000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2020]]},"DOI":"10.1007\/978-3-030-49663-0_29","type":"book-chapter","created":{"date-parts":[[2020,6,2]],"date-time":"2020-06-02T23:16:17Z","timestamp":1591139777000},"page":"248-258","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":10,"title":["An Interactive Recommender System Based on Reinforcement Learning for\u00a0Improving Emotional Competences in\u00a0Educational Groups"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-7683-4616","authenticated-orcid":false,"given":"Eleni","family":"Fotopoulou","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0078-8697","authenticated-orcid":false,"given":"Anastasios","family":"Zafeiropoulos","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6412-8420","authenticated-orcid":false,"given":"Michalis","family":"Feidakis","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Dimitrios","family":"Metafas","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9459-318X","authenticated-orcid":false,"given":"Symeon","family":"Papavassiliou","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2020,6,3]]},"reference":[{"key":"29_CR1","doi-asserted-by":"crossref","unstructured":"Alkan, O., Daly, E.M., Botea, A.: An evaluation framework for interactive recommender systems. In: UMAP 2019 Adjunct, New York, NY, USA, pp. 217\u2013218 (2019)","DOI":"10.1145\/3314183.3323680"},{"key":"29_CR2","unstructured":"Bisquerra Alzina, R., P\u00e9rez\u00a0Gonz\u00e1lez, J.C., Garcia Navarro, E.: Inteligencia emotional en educai\u00f3n. Editorial S\u00edntesis (2015)"},{"key":"29_CR3","doi-asserted-by":"crossref","unstructured":"Feidakis, M.: A review of emotion-aware systems for e-learning in virtual environments. In: Caball\u00e9, S., Claris\u00f3, R. (eds.) Formative Assessment, Learning Data Analytics and Gamification, pp. 217\u2013242. Academic Press, Boston (2016)","DOI":"10.1016\/B978-0-12-803637-2.00011-7"},{"key":"29_CR4","unstructured":"Fotopoulou, E., Zafeiropoulos, A.: RL-driven interactive recommender based on socioemotional behavioural models (2020). \nhttps:\/\/gitlab.com\/netmode\/arrle"},{"key":"29_CR5","doi-asserted-by":"publisher","unstructured":"Fotopoulou, E., Zafeiropoulos, A., Alegre, A.: Improving social cohesion in educational environments based on a sociometric-oriented emotional intervention approach. Educ. Sci. 9(1) (2019). \nhttps:\/\/doi.org\/10.3390\/educsci9010024","DOI":"10.3390\/educsci9010024"},{"key":"29_CR6","unstructured":"Goleman, D.: Emotional intelligence: why it can matter more than IQ. Bantam (1996)"},{"key":"29_CR7","unstructured":"Ie, E., et al.: RecSim: a configurable simulation platform for recommender systems (2019)"},{"key":"29_CR8","doi-asserted-by":"crossref","unstructured":"Ie, E., et al.: SlateQ: a tractable decomposition for reinforcement learning with recommendation sets. In: Proceedings of the Twenty-Eighth International Joint Conference on Artificial Intelligence, China, pp. 2592\u20132599 (2019)","DOI":"10.24963\/ijcai.2019\/360"},{"key":"29_CR9","unstructured":"Ie, E., et al.: Reinforcement learning for slate-based recommender systems: a tractable decomposition and practical methodology (2019)"},{"issue":"3","key":"29_CR10","first-page":"261","volume":"16","author":"F Isinkaye","year":"2015","unstructured":"Isinkaye, F., Folajimi, Y., Ojokoh, B.: Recommendation systems: principles, methods and evaluation. Egypt. Inf. J. 16(3), 261\u2013273 (2015)","journal-title":"Egypt. Inf. J."},{"key":"29_CR11","doi-asserted-by":"crossref","unstructured":"Joachims, T.: Optimizing search engines using clickthrough data. In: Proceedings of the Eighth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, New York, NY, USA, pp. 133\u2013142 (2002)","DOI":"10.1145\/775047.775067"},{"key":"29_CR12","doi-asserted-by":"publisher","unstructured":"Khanal, S., Prasad, P., Alsadoon, A., Maag, A.: A systematic review: machine learning based recommendation systems for e-learning. Educ. Inf. Technol. 1\u201330 (2019). \nhttps:\/\/doi.org\/10.1007\/s10639-019-10063-9","DOI":"10.1007\/s10639-019-10063-9"},{"key":"29_CR13","doi-asserted-by":"crossref","unstructured":"Linares, L., et al.: Developing cognitive-social-emotional competencies to enhance academic learning. Psychol. Schools 4, 405\u2013417 (2005)","DOI":"10.1002\/pits.20066"},{"key":"29_CR14","doi-asserted-by":"publisher","DOI":"10.1017\/CBO9780511753831","volume-title":"Stated Choice Methods: Analysis and Applications","author":"JJ Louviere","year":"2000","unstructured":"Louviere, J.J., Hensher, D.A., Swait, J.D., Adamowicz, W.: Stated Choice Methods: Analysis and Applications. Cambridge University Press, Cambridge (2000)"},{"issue":"4","key":"29_CR15","doi-asserted-by":"publisher","first-page":"290","DOI":"10.1177\/1754073916639667","volume":"8","author":"JD Mayer","year":"2016","unstructured":"Mayer, J.D., Caruso, D.R., Salovey, P.: The ability model of emotional intelligence: principles and updates. Emot. Rev. 8(4), 290\u2013300 (2016)","journal-title":"Emot. Rev."},{"key":"29_CR16","unstructured":"Moreno, J.: Who shall survive? Foundations of sociometry, group psychotherapy and socio-drama, January 1953"},{"key":"29_CR17","doi-asserted-by":"crossref","unstructured":"Petrides, K.: Ability and Trait Emotional Intelligence. The Blackwell-Wiley Handbook of Individual Differences, pp. 656\u2013678, March 2013","DOI":"10.1002\/9781444343120.ch25"},{"key":"29_CR18","series-title":"Advances in Intelligent Systems and Computing","doi-asserted-by":"publisher","first-page":"937","DOI":"10.1007\/978-3-319-73450-7_89","volume-title":"Proceedings of the International Conference on Information Technology & Systems (ICITS 2018)","author":"AC Rivera","year":"2018","unstructured":"Rivera, A.C., Tapia-Leon, M., Lujan-Mora, S.: Recommendation systems in education: a systematic mapping study. In: Rocha, \u00c1., Guarda, T. (eds.) ICITS 2018. AISC, vol. 721, pp. 937\u2013947. Springer, Cham (2018). \nhttps:\/\/doi.org\/10.1007\/978-3-319-73450-7_89"},{"key":"29_CR19","unstructured":"Salovey, P., Sluyter, D.J.: Emotional Development and Emotional Intelligence: Educational Implications. Basic Books (1997)"},{"issue":"3","key":"29_CR20","doi-asserted-by":"publisher","first-page":"222","DOI":"10.1080\/00461520.2019.1633925","volume":"54","author":"KA Schonert-Reichl","year":"2019","unstructured":"Schonert-Reichl, K.A.: Advancements in the landscape of social and emotional learning and emerging topics on the horizon. Educ. Psychol. 54(3), 222\u2013232 (2019). \nhttps:\/\/doi.org\/10.1080\/00461520.2019.1633925","journal-title":"Educ. Psychol."},{"key":"29_CR21","doi-asserted-by":"crossref","unstructured":"Sokal, L., Katz, J.: Social emotional learning and inclusive education. The Oxford Encyclopedia of Education, January 2017","DOI":"10.1093\/acrefore\/9780190264093.013.146"}],"container-title":["Lecture Notes in Computer Science","Intelligent Tutoring Systems"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-49663-0_29","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,6,19]],"date-time":"2020-06-19T07:11:23Z","timestamp":1592550683000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-030-49663-0_29"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020]]},"ISBN":["9783030496623","9783030496630"],"references-count":21,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-49663-0_29","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2020]]},"assertion":[{"value":"3 June 2020","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":"Athens","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":"2020","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"8 June 2020","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"12 June 2020","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"16","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"its2020","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/its2020.iis-international.org\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}