{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,27]],"date-time":"2025-03-27T17:55:39Z","timestamp":1743098139199,"version":"3.40.3"},"publisher-location":"Cham","reference-count":34,"publisher":"Springer Nature Switzerland","isbn-type":[{"type":"print","value":"9783031622762"},{"type":"electronic","value":"9783031622779"}],"license":[{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"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":[[2024]]},"DOI":"10.1007\/978-3-031-62277-9_20","type":"book-chapter","created":{"date-parts":[[2024,6,12]],"date-time":"2024-06-12T04:01:58Z","timestamp":1718164918000},"page":"330-343","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["A Social Profile-Based Recommendation Architecture for E-Learning Systems"],"prefix":"10.1007","author":[{"given":"Xola","family":"Ntlangula","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9015-6329","authenticated-orcid":false,"given":"Wai Sze","family":"Leung","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2024,6,13]]},"reference":[{"issue":"9","key":"20_CR1","first-page":"1","volume":"9","author":"SHPW Gamage","year":"2022","unstructured":"Gamage, S.H.P.W., Ayres, J.R., Behrend, M.B.: A systematic review on trends in using Moodle for teaching and learning. Int. J. STEM Educ. 9(9), 1\u201324 (2022)","journal-title":"Int. J. STEM Educ."},{"key":"20_CR2","first-page":"1","volume":"1237","author":"S Yang","year":"2019","unstructured":"Yang, S., Tian, H., Sun, L., Yu, X.: From one-size-fits-all teaching to adaptive learning: the crisis and solution of education in the era of AI. ICSP J. Phys. 1237, 1\u201310 (2019)","journal-title":"ICSP J. Phys."},{"issue":"4","key":"20_CR3","doi-asserted-by":"publisher","first-page":"113","DOI":"10.14742\/ajet.5660","volume":"36","author":"N Fathema","year":"2020","unstructured":"Fathema, N., Akanda, M.H.: Effects of instructors\u2019 academic disciplines and prior experience with learning management systems: a study about the use of Canvas. Australas. J. Educ. Technol. 36(4), 113\u2013125 (2020)","journal-title":"Australas. J. Educ. Technol."},{"issue":"2","key":"20_CR4","doi-asserted-by":"publisher","first-page":"1","DOI":"10.15700\/saje.v39n2a1383","volume":"39","author":"CG Ogbonna","year":"2019","unstructured":"Ogbonna, C.G., Ibezim, N.E., Obi, C.A.: Synchronous versus asynchronous e-learning in teaching word processing: an experimental approach. S. Afr. J. Educ. 39(2), 1\u201315 (2019)","journal-title":"S. Afr. J. Educ."},{"key":"20_CR5","doi-asserted-by":"crossref","unstructured":"Graf, S., Kinshuk: personalized learning. In: Encyclopedia of the Sciences of Learning, pp. 2592\u20132593. SpringerLink, Edmonton (2012)","DOI":"10.1007\/978-1-4419-1428-6_151"},{"key":"20_CR6","doi-asserted-by":"crossref","unstructured":"Syed, T.A., Palade, V., Iqbal, R., Nair, S.S.K.: A personalized learning recommendation system architecture for learning management system. In: Proceedings of the 9th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management (KDIR 2017), pp. 275\u2013282, Science and Technology Publications, Coventry (2017)","DOI":"10.5220\/0006513202750282"},{"key":"20_CR7","doi-asserted-by":"publisher","first-page":"7437","DOI":"10.1007\/s10639-022-11460-3","volume":"28","author":"NW Rahayu","year":"2023","unstructured":"Rahayu, N.W., Ferdiana, R., Kusumawardani, S.S.: A systematic review of learning path recommender systems. Educ. Inf. Technol. 28, 7437\u20137450 (2023)","journal-title":"Educ. Inf. Technol."},{"issue":"6","key":"20_CR8","doi-asserted-by":"publisher","first-page":"1464","DOI":"10.1177\/07356331211057816","volume":"60","author":"J Lumy","year":"2022","unstructured":"Lumy, J., Abraham, S., Mani, B.P., Rajesh, N.: Exploring the effectiveness of learning path recommendation based on Felder-Silverman learning style model: a learning analytics intervention approach. J. Educ. Comput. Res. 60(6), 1464\u20131489 (2022)","journal-title":"J. Educ. Comput. Res."},{"key":"20_CR9","doi-asserted-by":"crossref","unstructured":"Salazar, J.C., Aguilar, J., Monsalve\u2010Pulido, J., Montoya, E.: A generic architecture of an affective recommender system for e\u2010learning environments. Universal Access in the Information Society (2023)","DOI":"10.1007\/s10209-023-01024-8"},{"key":"20_CR10","doi-asserted-by":"crossref","unstructured":"Li, H., Peng, K., Ren, H., Shang, F.: Personalized learning paths recommendation based on learner personas. In: 2022 3rd International Conference on Intelligent Design (ICID), pp. 290\u2013293. IEEE (2022)","DOI":"10.1109\/ICID57362.2022.9969728"},{"key":"20_CR11","doi-asserted-by":"crossref","unstructured":"Raj, N.S., Renumol, V.G.: An improved adaptive learning path recommendation model driven by real\u2010time learning analytics. J. Comput. Educ. (2022)","DOI":"10.1007\/s40692-022-00250-y"},{"key":"20_CR12","doi-asserted-by":"crossref","unstructured":"Mbodila, M., Mkabile, B., Ndebele, C.: Critical success factors for the effective implementation of e-learning in south African higher education institutions. J. Gender, Inf. Dev. Africa (JGIDA), 8(3), 229\u2013249 (2019)","DOI":"10.31920\/2050-4284\/2019\/8n3a11"},{"key":"20_CR13","doi-asserted-by":"crossref","unstructured":"Matarirano, O., Panicker, M., Jere, N.R., Maliwa, A.: External factors affecting blackboard learning management system adoption by students: evidence from a historically disadvantaged higher education institution in South Africa. South Afr. J. Higher Educ. 35(2), 188\u2013206 (2021)","DOI":"10.20853\/35-2-4025"},{"key":"20_CR14","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/s10758-020-09475-1","volume":"27","author":"CB Mpungose","year":"2022","unstructured":"Mpungose, C.B., Khoza, S.B.: Postgraduate students\u2019 experiences on the use of Moodle and canvas learning management system. Technol. Knowl. Learn. 27, 1\u201316 (2022)","journal-title":"Technol. Knowl. Learn."},{"key":"20_CR15","doi-asserted-by":"publisher","first-page":"863","DOI":"10.1007\/s10648-020-09570-w","volume":"33","author":"L Tetzlaff","year":"2021","unstructured":"Tetzlaff, L., Schmiedek, F., Brod, G.: Developing personalized education: a dynamic framework. Educ. Psychol. Rev. 33, 863\u2013882 (2021)","journal-title":"Educ. Psychol. Rev."},{"issue":"4","key":"20_CR16","doi-asserted-by":"publisher","first-page":"203","DOI":"10.14445\/22315381\/IJETT-V71I4P218","volume":"71","author":"N Pal","year":"2023","unstructured":"Pal, N., Dahiya, O.: A systematic literature review on the implications of educational recommender system in teaching learning environment. Int. J. Eng. Trends Technol. 71(4), 203\u2013212 (2023)","journal-title":"Int. J. Eng. Trends Technol."},{"key":"20_CR17","doi-asserted-by":"crossref","unstructured":"Kla\u0161nja-Milic\u0301evic\u0301, A., Ivanovic\u0301a, M., Vesin, B., Budimac, Z.: Enhancing e-learning systems with personalized recommendation based on collaborative tagging techniques. Comput. Educ. 48, 1519\u20131535 (2018)","DOI":"10.1007\/s10489-017-1051-8"},{"key":"20_CR18","doi-asserted-by":"publisher","first-page":"5953","DOI":"10.1007\/s10462-022-10135-2","volume":"55","author":"T Liu","year":"2022","unstructured":"Liu, T., Wu, Q., Chang, L., Gu, T.: A review of deep learning-based recommender system in e-learning environments. Artif. Intell. Rev. 55, 5953\u20135980 (2022)","journal-title":"Artif. Intell. Rev."},{"key":"20_CR19","doi-asserted-by":"publisher","first-page":"21","DOI":"10.1007\/s10462-017-9539-5","volume":"50","author":"JK Tarus","year":"2018","unstructured":"Tarus, J.K., Niu, Z., Mustafa, G.: Knowledge-based recommendation: a review of ontology-based recommender systems for e-learning. Artif. Intell. Rev. 50, 21\u201348 (2018)","journal-title":"Artif. Intell. Rev."},{"issue":"1","key":"20_CR20","doi-asserted-by":"publisher","first-page":"12","DOI":"10.1108\/AAOUJ-03-2019-0015","volume":"14","author":"J Zhong","year":"2019","unstructured":"Zhong, J., Xie, H., Wang, F.L.: The research trends in recommender systems for e-learning: a systematic review of SSCI journal articles from 2014 to 2018. Asian Assoc. Open Univ. J. 14(1), 12\u201327 (2019)","journal-title":"Asian Assoc. Open Univ. J."},{"key":"20_CR21","doi-asserted-by":"crossref","unstructured":"Mohamed, M.H., Khafagy, M.H., Ibrahim, M.H.: Recommender systems challenges and solutions survey. In: 2019 International Conference on Innovative Trends in Computer Engineering (ITCE), pp. 149\u2013155. IEEE (2019)","DOI":"10.1109\/ITCE.2019.8646645"},{"key":"20_CR22","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.eswa.2022.118535","volume":"211","author":"L-T Zhao","year":"2023","unstructured":"Zhao, L.-T., Wang, D.-S., Liang, F.-Y., Chen, J.: A recommendation system for effective learning strategies: an integrated approach using context-dependent DEA. Expert Syst. Appl. 211, 1\u201312 (2023)","journal-title":"Expert Syst. Appl."},{"key":"20_CR23","doi-asserted-by":"publisher","first-page":"92","DOI":"10.1016\/j.scico.2013.12.004","volume":"88","author":"OC Santos","year":"2014","unstructured":"Santos, O.C., Boticario, J.G., P\u00e9rez-Mar\u00edn, D.: Extending web-based educational systems with personalised support through User Centred Designed recommendations along the e-learning life cycle. Sci. Comput. Program. 88, 92\u2013109 (2014)","journal-title":"Sci. Comput. Program."},{"key":"20_CR24","doi-asserted-by":"crossref","unstructured":"Cai, D., Zhang, Y., Dai, B.: Learning path recommendation based on knowledge tracing model and reinforcement learning. In: 2019 IEEE 5th International Conference on Computer and Communications (ICCC), pp. 1881\u20131885. IEEE (2019)","DOI":"10.1109\/ICCC47050.2019.9064104"},{"key":"20_CR25","unstructured":"Le, D.-L., Nguyen, A.-T., Nguyen, D.-T., Hunger, A.: Building learner profile in Adaptive e-Learning Systems. In: 4th International Conference on e-Learning (ICEL 2009), pp. 294\u2013304. Curran Associates, New York (2009)"},{"key":"20_CR26","doi-asserted-by":"crossref","unstructured":"Jando, E., Meyliana, Hidayanto, A.N., Prabowo, H., Warnars, H.L.H.S., Sasmoko: personalized e-learning model: a systematic literature review. In: 2017 International Conference on Information Management and Technology (ICIMTech), pp. 238\u2013243, IEEE, (2017)","DOI":"10.1109\/ICIMTech.2017.8273544"},{"key":"20_CR27","doi-asserted-by":"publisher","first-page":"408","DOI":"10.1016\/j.sbspro.2015.04.807","volume":"182","author":"Y Yasar","year":"2015","unstructured":"Yasar, Y., Kalfa, S.M.: The effects of social, cultural and education dynamics on the education-training environment in architectural education; the case study of the department of architecture, KTU. Procedia. Soc. Behav. Sci. 182, 408\u2013413 (2015)","journal-title":"Procedia. Soc. Behav. Sci."},{"issue":"4","key":"20_CR28","first-page":"1","volume":"2016","author":"A Farseev","year":"2016","unstructured":"Farseev, A., Akbari, M., Samborskii, I., Chua, T.-S.: 360\u25e6 user profiling: past, future, and applications. ACM SIGWEB Newslett. 2016(4), 1\u201311 (2016)","journal-title":"ACM SIGWEB Newslett."},{"key":"20_CR29","doi-asserted-by":"crossref","unstructured":"Buraya, K., Farseev, A., Filchenkov, A., Chua, T.-S.: Towards user personality profiling from multiple social networks. In: Proceedings of the Thirty-First AAAI Conference on Artificial Intelligence (AAAI-17), pp. 4909\u20134910 (2017)","DOI":"10.1609\/aaai.v31i1.11105"},{"key":"20_CR30","doi-asserted-by":"crossref","unstructured":"On-at, S., Quirin, A., P\u00e9ninou, A., Baptiste-Jessel, N., Canut, M-F., S\u00e8des, F.: Taking into account the evolution of users social profile: experiments on Twitter and some learned lessons. In: 2016 IEEE Tenth International Conference on Research Challenges in Information Science (RCIS), pp. 1\u201312. IEEE (2016)","DOI":"10.1109\/RCIS.2016.7549325"},{"key":"20_CR31","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.compeleceng.2020.106791","volume":"87","author":"TS Ibrahim","year":"2020","unstructured":"Ibrahim, T.S., Saleh, A.I., Elgaml, N., Abdelsalam, M.M.: A fog based recommendation system for promoting the performance of E-learning environments. Comput. Electr. Eng. 87, 1\u201329 (2020)","journal-title":"Comput. Electr. Eng."},{"key":"20_CR32","first-page":"1","volume":"2023","author":"G Xiao","year":"2023","unstructured":"Xiao, G.: A personalized learning path for French study in colleges based on a big data knowledge map. Sci. Program. 2023, 1\u201310 (2023)","journal-title":"Sci. Program."},{"key":"20_CR33","doi-asserted-by":"publisher","first-page":"4329","DOI":"10.1007\/s10639-020-10153-z","volume":"25","author":"MR Dahman","year":"2020","unstructured":"Dahman, M.R., Dahman, S.: Decision support model to help language teachers grouping adult learners in a classroom. Educ. Inf. Technol. 25, 4329\u20134352 (2020)","journal-title":"Educ. Inf. Technol."},{"key":"20_CR34","doi-asserted-by":"publisher","first-page":"14","DOI":"10.1016\/j.asoc.2018.04.030","volume":"69","author":"M Birjali","year":"2018","unstructured":"Birjali, M., Beni-Hssane, A., Erritalim, M.: A novel adaptive e-learning model based on Big Data by using competence-based knowledge and social learner activities. Appl. Soft Comput. 69, 14\u201332 (2018)","journal-title":"Appl. Soft Comput."}],"container-title":["Lecture Notes in Networks and Systems","Intelligent Computing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-031-62277-9_20","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,7,28]],"date-time":"2024-07-28T14:04:45Z","timestamp":1722175485000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-031-62277-9_20"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024]]},"ISBN":["9783031622762","9783031622779"],"references-count":34,"URL":"https:\/\/doi.org\/10.1007\/978-3-031-62277-9_20","relation":{},"ISSN":["2367-3370","2367-3389"],"issn-type":[{"type":"print","value":"2367-3370"},{"type":"electronic","value":"2367-3389"}],"subject":[],"published":{"date-parts":[[2024]]},"assertion":[{"value":"13 June 2024","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"SAI","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Science and Information Conference","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"London","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"United Kingdom","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2024","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"26 June 2024","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"27 June 2024","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"sai2024","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/saiconference.com\/Computing","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}