{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,25]],"date-time":"2026-06-25T06:51:30Z","timestamp":1782370290912,"version":"3.54.5"},"publisher-location":"Cham","reference-count":28,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783031176005","type":"print"},{"value":"9783031176012","type":"electronic"}],"license":[{"start":{"date-parts":[[2022,9,23]],"date-time":"2022-09-23T00:00:00Z","timestamp":1663891200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2022,9,23]],"date-time":"2022-09-23T00:00:00Z","timestamp":1663891200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2023]]},"DOI":"10.1007\/978-3-031-17601-2_2","type":"book-chapter","created":{"date-parts":[[2022,9,22]],"date-time":"2022-09-22T21:02:53Z","timestamp":1663880573000},"page":"13-23","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":4,"title":["Personalized Learning in an Intelligent Educational System"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-5830-3114","authenticated-orcid":false,"given":"Valentina","family":"Terzieva","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Tatyana","family":"Ivanova","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Katia","family":"Todorova","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2022,9,23]]},"reference":[{"issue":"1","key":"2_CR1","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1186\/s40561-019-0089-y","volume":"6","author":"H Peng","year":"2019","unstructured":"Peng, H., Ma, S., Spector, J.M.: Personalized adaptive learning: an emerging pedagogical approach enabled by a smart learning environment. Smart Learn. Environ. 6(1), 1\u201314 (2019). https:\/\/doi.org\/10.1186\/s40561-019-0089-y","journal-title":"Smart Learn. Environ."},{"issue":"1","key":"2_CR2","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1186\/s40561-016-0026-2","volume":"3","author":"Z-T Zhu","year":"2016","unstructured":"Zhu, Z.-T., Yu, M.-H., Riezebos, P.: A research framework of smart education. Smart Learn. Environ. 3(1), 1\u201317 (2016). https:\/\/doi.org\/10.1186\/s40561-016-0026-2","journal-title":"Smart Learn. Environ."},{"key":"2_CR3","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1007\/978-3-540-72079-9_1","volume-title":"The adaptive web","author":"P Brusilovsky","year":"2007","unstructured":"Brusilovsky, P., Mill\u00e1n, E.: User models for adaptive hypermedia and\u00a0adaptive\u00a0educational systems. In: Brusilovsky, P., Kobsa, A., Nejdl, W. (eds.) The adaptive web. LNCS, vol. 4321, pp. 3\u201353. Springer, Heidelberg (2007). https:\/\/doi.org\/10.1007\/978-3-540-72079-9_1"},{"issue":"3","key":"2_CR4","first-page":"23","volume":"27","author":"K Okoye","year":"2019","unstructured":"Okoye, K.: A systematic review of process modelling methods and its application for personalised adaptive learning systems. J. Int. Techn. Inf. Manag. 27(3), 23\u201346 (2019)","journal-title":"J. Int. Techn. Inf. Manag."},{"issue":"7","key":"2_CR5","doi-asserted-by":"publisher","first-page":"80","DOI":"10.1016\/j.compedu.2018.03.015","volume":"122","author":"J MacLeod","year":"2018","unstructured":"MacLeod, J., Yang, H., Zhu, S., Li, Y.: Understanding students\u2019 preferences toward the smart classroom learning environment: development and validation of an instrument. Comput. Educ. 122(7), 80\u201391 (2018)","journal-title":"Comput. Educ."},{"key":"2_CR6","doi-asserted-by":"crossref","unstructured":"Ilchev, S., Andreev, R., Ilcheva, Z.: HybridNET management and sensor data acquisition system. In: Proceedings of 7th International Conference on the Internet of Things, pp. 1\u20132 (2017)","DOI":"10.1145\/3131542.3140268"},{"key":"2_CR7","doi-asserted-by":"crossref","unstructured":"Ivanova, M., Boneva, A., Ilchev, S.: Learning performance facilitation in a sensor-based intelligent classroom. In:\u00a0Proceedings of BdKCSE, pp. 1\u20138. IEEE (2021)","DOI":"10.1109\/BdKCSE53180.2021.9627308"},{"issue":"1","key":"2_CR8","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1186\/s40561-016-0039-x","volume":"3","author":"B Gros","year":"2016","unstructured":"Gros, B.: The design of smart educational environments. Smart Learn. Environ. 3(1), 1\u201311 (2016). https:\/\/doi.org\/10.1186\/s40561-016-0039-x","journal-title":"Smart Learn. Environ."},{"key":"2_CR9","series-title":"Advances in Intelligent Systems and Computing","doi-asserted-by":"publisher","first-page":"153","DOI":"10.1007\/978-981-33-4565-2_10","volume-title":"Advances and Applications in Computer Science, Electronics and Industrial Engineering","author":"D Rico-Bautista","year":"2021","unstructured":"Rico-Bautista, D., Medina-Cardenas, Y., Coronel-Rojas, L.A., Cuesta-Quintero, F., Maestre-Gongora, G., Guerrero, C.D.: Smart university: key factors for an artificial intelligence adoption model. In: Garc\u00eda, M.V., Fern\u00e1ndez-Pe\u00f1a, F., Gord\u00f3n-Gallegos, C. (eds.) Advances and Applications in Computer Science, Electronics and Industrial Engineering. AISC, vol. 1307, pp. 153\u2013166. Springer, Singapore (2021). https:\/\/doi.org\/10.1007\/978-981-33-4565-2_10"},{"key":"2_CR10","doi-asserted-by":"crossref","unstructured":"Radosavljevic, V., Radosavljevic, S., Jelic, G.: Ambient intelligence-based smart classroom model. Interact. Learn. Environ.  30(2), 307\u2013321 (2022)","DOI":"10.1080\/10494820.2019.1652836"},{"key":"2_CR11","unstructured":"ISOSeM Homepage. http:\/\/isosem.bas.bg\/"},{"key":"2_CR12","unstructured":"Groff, J.S.: Personalized Learning: The state of the field & future directions, Center for Curriculum Redesign (2017)"},{"key":"2_CR13","doi-asserted-by":"crossref","unstructured":"FitzGerald, E., Jones, A., Kucirkova, N., Scanlon, E.: A literature synthesis of personalized technology-enhanced learning: What works and why. Res. Learn. Technol. 26 (2018). http:\/\/dx.doi.org\/10.25304\/rlt.v26.2095. Article No. 2095","DOI":"10.25304\/rlt.v26.2095"},{"issue":"1","key":"2_CR14","doi-asserted-by":"publisher","first-page":"47","DOI":"10.1515\/jaiscr-2017-0004","volume":"7","author":"K Colchester","year":"2016","unstructured":"Colchester, K., Hagras, H., Alghazzawi, D., Aldabbagh, G.: A survey of artificial intelligence techniques employed for adaptive educational systems within e-learning platforms. J. Artif. Intell. Soft Comput. Res. 7(1), 47\u201364 (2016)","journal-title":"J. Artif. Intell. Soft Comput. Res."},{"key":"2_CR15","doi-asserted-by":"publisher","first-page":"75264","DOI":"10.1109\/ACCESS.2020.2988510","volume":"8","author":"L Chen","year":"2020","unstructured":"Chen, L., Chen, P., Lin, Z.: Artificial intelligence in education: a review. IEEE Access 8, 75264\u201375278 (2020)","journal-title":"IEEE Access"},{"key":"2_CR16","unstructured":"Roman, J., Mehta, D.: Intelligent content sequencing through preferences and feedback of special need learner (2019)"},{"issue":"2","key":"2_CR17","doi-asserted-by":"publisher","first-page":"819","DOI":"10.1007\/s10639-017-9637-7","volume":"23","author":"P Dwivedi","year":"2017","unstructured":"Dwivedi, P., Kant, V., Bharadwaj, K.K.: Learning path recommendation based on modified variable length genetic algorithm. Educ. Inf. Technol. 23(2), 819\u2013836 (2017). https:\/\/doi.org\/10.1007\/s10639-017-9637-7","journal-title":"Educ. Inf. Technol."},{"key":"2_CR18","doi-asserted-by":"crossref","unstructured":"Antonova, A., Dankov, Y., Bontchev, B.: Smart services for managing the design of personalized educational video games. In: BCI\u20192019 Proceedings, pp. 1\u20138, ACM (2019). Art. No 20","DOI":"10.1145\/3351556.3351574"},{"issue":"3","key":"2_CR19","doi-asserted-by":"publisher","first-page":"942","DOI":"10.1016\/j.compedu.2011.11.002","volume":"58","author":"J Van Seters","year":"2012","unstructured":"Van Seters, J., Ossevoort, M., Tramper, J., Goedhart, M.: The influence of student characteristics on the use of adaptive e-learning material. Compt. Educ. 58(3), 942\u2013952 (2012)","journal-title":"Compt. Educ."},{"key":"2_CR20","unstructured":"Romero, L., North, M., Guti\u00e9rrez, M., Caliusco, M.: Pedagogically-driven ontology network for conceptualizing the e-learning assessment domain. In: International Forum of Educational Technology and Society (2015)"},{"key":"2_CR21","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"546","DOI":"10.1007\/978-3-319-07308-8_52","volume-title":"Cross-Cultural Design","author":"Y-L Chi","year":"2014","unstructured":"Chi, Y.-L., Chen, T.-Y., Tsai, W.-T.: Creating individualized learning paths for self-regulated online learners: An ontology-driven approach. In: Rau, P.L.P. (ed.) CCD 2014. LNCS, vol. 8528, pp. 546\u2013555. Springer, Cham (2014). https:\/\/doi.org\/10.1007\/978-3-319-07308-8_52"},{"issue":"2","key":"2_CR22","first-page":"91","volume":"10","author":"F Colace","year":"2020","unstructured":"Colace, F., De Santo, M., Lombardi, M., Mosca, R., Santaniello, D.: A multilayer approach for recommending contextual learning paths. J. Internet Serv. Inf. Secur. 10(2), 91\u2013102 (2020)","journal-title":"J. Internet Serv. Inf. Secur."},{"issue":"1","key":"2_CR23","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1186\/s41239-019-0146-1","volume":"16","author":"L Romero","year":"2019","unstructured":"Romero, L., Saucedo, C., Caliusco, M., Guti\u00e9rrez, M.: Supporting self-regulated learning and personalization using ePortfolios: a semantic approach based on learning paths. Int. J. Educ. Technol. High. Educ. 16(1), 1\u201316 (2019). https:\/\/doi.org\/10.1186\/s41239-019-0146-1","journal-title":"Int. J. Educ. Technol. High. Educ."},{"issue":"5","key":"2_CR24","doi-asserted-by":"publisher","first-page":"3177","DOI":"10.3233\/JIFS-169501","volume":"34","author":"A Ram\u00edrez-Noriega","year":"2018","unstructured":"Ram\u00edrez-Noriega, A., Ju\u00e1rez-Ram\u00edrez, R., Jim\u00e9nez, S., Mart\u00ednez-Ram\u00edrez, Y., Figueroa P\u00e9rez, J.: Determination of the course sequencing to intelligent tutoring systems using an ontology and Wikipedia. J. Intell. Fuzzy Syst. 34(5), 3177\u20133185 (2018)","journal-title":"J. Intell. Fuzzy Syst."},{"issue":"8","key":"2_CR25","doi-asserted-by":"publisher","first-page":"40","DOI":"10.3991\/ijet.v15i08.12245","volume":"15","author":"Z Liu","year":"2020","unstructured":"Liu, Z., Dong, L., Wu, C.: Research on personalized recommendations for students\u2019 learning paths based on big data. Int. J. Emerg. Technol. Learn. (iJET) 15(8), 40\u201356 (2020)","journal-title":"Int. J. Emerg. Technol. Learn. (iJET)"},{"key":"2_CR26","doi-asserted-by":"crossref","unstructured":"Terzieva, V., Todorova, K., Ivanova, T.: Conceptual model of intelligent educational system and the need of big data analytics. In: Proceedings of BdKCSE\u20192021. IEEE (2021)","DOI":"10.1109\/BdKCSE53180.2021.9627252"},{"issue":"6","key":"2_CR27","doi-asserted-by":"publisher","first-page":"120","DOI":"10.3991\/ijep.v10i6.16205","volume":"10","author":"A Ouahabi","year":"2020","unstructured":"Ouahabi, A., Lequeu, T.: Remote knowledge acquisition and assessment during the COVID-19 Pandemic. Int. J. Eng. Pedagog 10(6), 120\u2013138 (2020)","journal-title":"Int. J. Eng. Pedagog"},{"issue":"1","key":"2_CR28","doi-asserted-by":"publisher","first-page":"158","DOI":"10.3390\/electronics11010158","volume":"11","author":"Z Kanetaki","year":"2022","unstructured":"Kanetaki, Z., Stergiou, C., Bekas, G., Troussas, C., Sgouropoulou, C.: Evaluating remote task assignment of an online engineering module through data mining in a virtual communication platform environment. Electronics 11(1), 158 (2022)","journal-title":"Electronics"}],"container-title":["Lecture Notes in Networks and Systems","Novel & Intelligent Digital Systems: Proceedings of the 2nd International Conference (NiDS 2022)"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-031-17601-2_2","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,9,22]],"date-time":"2022-09-22T21:13:54Z","timestamp":1663881234000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-031-17601-2_2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,9,23]]},"ISBN":["9783031176005","9783031176012"],"references-count":28,"URL":"https:\/\/doi.org\/10.1007\/978-3-031-17601-2_2","relation":{},"ISSN":["2367-3370","2367-3389"],"issn-type":[{"value":"2367-3370","type":"print"},{"value":"2367-3389","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,9,23]]},"assertion":[{"value":"23 September 2022","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"NiDS","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Novel & Intelligent Digital Systems Conferences","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":"2022","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"29 September 2022","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"30 September 2022","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"nids2022","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/iis-international.org\/nids2022\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}