{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,21]],"date-time":"2026-02-21T05:04:07Z","timestamp":1771650247046,"version":"3.50.1"},"reference-count":33,"publisher":"Springer Science and Business Media LLC","issue":"5","license":[{"start":{"date-parts":[[2021,4,16]],"date-time":"2021-04-16T00:00:00Z","timestamp":1618531200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2021,4,16]],"date-time":"2021-04-16T00:00:00Z","timestamp":1618531200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"}],"funder":[{"DOI":"10.13039\/501100010712","name":"Viet Nam National University Ho Chi Minh City","doi-asserted-by":"crossref","award":["QG.20.57"],"award-info":[{"award-number":["QG.20.57"]}],"id":[{"id":"10.13039\/501100010712","id-type":"DOI","asserted-by":"crossref"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Educ Inf Technol"],"published-print":{"date-parts":[[2021,9]]},"DOI":"10.1007\/s10639-021-10524-0","type":"journal-article","created":{"date-parts":[[2021,4,16]],"date-time":"2021-04-16T19:03:15Z","timestamp":1618599795000},"page":"5389-5415","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":27,"title":["A course recommendation model for students based on learning outcome"],"prefix":"10.1007","volume":"26","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-2515-9494","authenticated-orcid":false,"given":"Viet Anh","family":"Nguyen","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hoa-Huy","family":"Nguyen","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Duc-Loc","family":"Nguyen","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Minh-Duc","family":"Le","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2021,4,16]]},"reference":[{"key":"10524_CR1","doi-asserted-by":"publisher","unstructured":"Abdulwahhab, R. S., Al Makhmari, H. S., & Al Battashi, S. N. (2015). An educational web application for academic advising. 2015 IEEE 8th GCC Conference and Exhibition, GCCCE 2015, 1\u20134. https:\/\/doi.org\/10.1109\/IEEEGCC.2015.7060084.","DOI":"10.1109\/IEEEGCC.2015.7060084"},{"key":"10524_CR2","doi-asserted-by":"publisher","unstructured":"Adak, M. F., Yumusak, N., & Taskin, H. (2016). An elective course suggestion system developed in computer engineering department using fuzzy logic. 2016 International Conference on Industrial Informatics and Computer Systems, CIICS 2016. https:\/\/doi.org\/10.1109\/ICCSII.2016.7462394.","DOI":"10.1109\/ICCSII.2016.7462394"},{"issue":"7","key":"10524_CR3","doi-asserted-by":"publisher","first-page":"528","DOI":"10.7763\/ijiet.2016.v6.745","volume":"6","author":"MA Al-Barrak","year":"2016","unstructured":"Al-Barrak, M. A., & Al-Razgan, M. (2016). Predicting students final GPA using decision trees: A case study. International Journal of Information and Education Technology, 6(7), 528\u2013533. https:\/\/doi.org\/10.7763\/ijiet.2016.v6.745.","journal-title":"International Journal of Information and Education Technology"},{"issue":"3","key":"10524_CR4","doi-asserted-by":"publisher","first-page":"100","DOI":"10.14569\/specialissue.2011.010316","volume":"1","author":"M Ayman","year":"2011","unstructured":"Ayman, M. (2011). A prototype student advising expert system supported with an object-oriented database. International Journal of Advanced Computer Science and Applications, 1(3), 100\u2013105. https:\/\/doi.org\/10.14569\/specialissue.2011.010316.","journal-title":"International Journal of Advanced Computer Science and Applications"},{"key":"10524_CR5","doi-asserted-by":"publisher","DOI":"10.5194\/gmd-7-1247-2014","author":"T Chai","year":"2014","unstructured":"Chai, T., & Draxler, R. R. (2014). Root mean square error (RMSE) or mean absolute error (MAE)? -Arguments against avoiding RMSE in the literature. Geoscientific Model Developmenthttps:\/\/doi.org\/10.5194\/gmd-7-1247-2014.","journal-title":"Geoscientific Model Development"},{"key":"10524_CR6","doi-asserted-by":"publisher","unstructured":"Chang, P. C., Lin, C. H., & Chen, M. H. (2016). A hybrid course recommendation system by integrating collaborative filtering and artificial immune systems. Algorithms, 9(3). https:\/\/doi.org\/10.3390\/a9030047.","DOI":"10.3390\/a9030047"},{"issue":"5","key":"10524_CR7","doi-asserted-by":"publisher","first-page":"6","DOI":"10.14569\/ijarai.2014.030502","volume":"3","author":"O Daramola","year":"2014","unstructured":"Daramola, O., Emebo, O., Afolabi, I., & Ayo, C. (2014). Implementation of an intelligent course advisory expert system. International Journal of Advanced Research in Artificial Intelligence, 3(5), 6\u201312. https:\/\/doi.org\/10.14569\/ijarai.2014.030502.","journal-title":"International Journal of Advanced Research in Artificial Intelligence"},{"key":"10524_CR8","doi-asserted-by":"publisher","DOI":"10.1137\/1.9780898717655","volume-title":"Numerical Linear Algebra and Applications, Second Edition","author":"BN Datta","year":"2010","unstructured":"Datta, B. N. (2010). Numerical Linear Algebra and Applications, Second Edition. (2nd ed.). Society for Industrial and Applied Mathematics.","edition":"2"},{"key":"10524_CR9","doi-asserted-by":"publisher","unstructured":"Elbadrawy, A., & Karypis, G. (2016). Domain-Aware Grade Prediction and Top-n Course Recommendation. https:\/\/doi.org\/10.1145\/2959100.2959133.","DOI":"10.1145\/2959100.2959133"},{"key":"10524_CR10","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2014.05.241","author":"G Engin","year":"2014","unstructured":"Engin, G., Aksoyer, B., Avdagic, M., Bozanli, D., Hanay, U., Maden, D., & Ertek, G. (2014). Rule-based expert systems for supporting university students. Procedia Computer Science. https:\/\/doi.org\/10.1016\/j.procs.2014.05.241.","journal-title":"Procedia Computer Science"},{"key":"10524_CR11","unstructured":"Funk, S. (2006). Netflix update: Try this at home. Retrieved from https:\/\/sifter.org\/simon\/journal\/20061211.html. Accessed 2 Apr\u00a02021."},{"key":"10524_CR12","doi-asserted-by":"publisher","DOI":"10.1109\/FIE.2015.7344381","author":"K Ganeshan","year":"2015","unstructured":"Ganeshan, K., & Li, X. (2015). An intelligent student advising system using collaborative filtering. Proceedings - Frontiers in Education Conference, FIE. https:\/\/doi.org\/10.1109\/FIE.2015.7344381.","journal-title":"Proceedings - Frontiers in Education Conference, FIE."},{"key":"10524_CR13","unstructured":"Heuer, H., & Breiter, A. (2018). Student Success Prediction and the Trade-Off between Big Data and Data Minimization. (May)."},{"key":"10524_CR14","doi-asserted-by":"publisher","DOI":"10.1109\/FIE.2014.7044236","author":"J Heywood","year":"2015","unstructured":"Heywood, J. (2015). The evolution of a criterion referenced system of grading for engineering science coursework. Proceedings - Frontiers in Education Conference, FIE. https:\/\/doi.org\/10.1109\/FIE.2014.7044236.","journal-title":"Proceedings - Frontiers in Education Conference, FIE."},{"key":"10524_CR15","doi-asserted-by":"publisher","DOI":"10.1155\/2018\/6347186","author":"M Hussain","year":"2018","unstructured":"Hussain, M., Zhu, W., Zhang, W., & Abidi, S. M. R. (2018). Student engagement predictions in an e-learning system and their impact on student course assessment scores. Computational Intelligence and Neuroscience. https:\/\/doi.org\/10.1155\/2018\/6347186.","journal-title":"Computational Intelligence and Neuroscience"},{"issue":"4","key":"10524_CR16","doi-asserted-by":"publisher","first-page":"90","DOI":"10.3390\/educsci7040090","volume":"7","author":"O Iatrellis","year":"2017","unstructured":"Iatrellis, O., Kameas, A., & Fitsilis, P. (2017). Academic advising systems: A systematic literature review of empirical evidence. Education Sciences, 7(4), 90. https:\/\/doi.org\/10.3390\/educsci7040090.","journal-title":"Education Sciences"},{"key":"10524_CR17","unstructured":"Iqbal, Z., Qadir, J., Mian, A. N., & Kamiran, F. (2017). Machine Learning Based Student Grade Prediction: A Case Study. 1\u201322. Retrieved from http:\/\/arxiv.org\/abs\/1708.08744. Accessed 2 Apr 2021."},{"key":"10524_CR18","doi-asserted-by":"publisher","unstructured":"Keston, L., & Goodridge, W. (2015). AdviseMe: An intelligent web-based application for academic advising. International Journal of Advanced Computer Science and Applications, 6(8). https:\/\/doi.org\/10.14569\/ijacsa.2015.060831.","DOI":"10.14569\/ijacsa.2015.060831"},{"key":"10524_CR19","doi-asserted-by":"publisher","first-page":"449","DOI":"10.1016\/j.procs.2018.03.023","volume":"129","author":"J Lin","year":"2018","unstructured":"Lin, J., Pu, H., Li, Y., & Lian, J. (2018). Intelligent recommendation system for course selection in smart education. Procedia Computer Science, 129, 449\u2013453. https:\/\/doi.org\/10.1016\/j.procs.2018.03.023.","journal-title":"Procedia Computer Science"},{"key":"10524_CR20","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2013.11.006","author":"H Liu","year":"2014","unstructured":"Liu, H., Hu, Z., Mian, A., Tian, H., & Zhu, X. (2014). A new user similarity model to improve the accuracy of collaborative filtering. Knowledge-Based Systems. https:\/\/doi.org\/10.1016\/j.knosys.2013.11.006.","journal-title":"Knowledge-Based Systems"},{"key":"10524_CR21","doi-asserted-by":"publisher","unstructured":"Mayilvaganan, M., & Kalpanadevi, D. (2015). Comparison of classification techniques for predicting the performance of students academic environment. 2014 International Conference on Communication and Network Technologies, ICCNT 2014. https:\/\/doi.org\/10.1109\/CNT.2014.7062736.","DOI":"10.1109\/CNT.2014.7062736"},{"key":"10524_CR22","doi-asserted-by":"publisher","first-page":"55462","DOI":"10.1109\/ACCESS.2020.2981905","volume":"8","author":"HA Mengash","year":"2020","unstructured":"Mengash, H. A. (2020). Using data mining techniques to predict student performance to support decision making in university admission systems. IEEE Access, 8, 55462\u201355470. https:\/\/doi.org\/10.1109\/ACCESS.2020.2981905.","journal-title":"IEEE Access"},{"key":"10524_CR23","doi-asserted-by":"publisher","first-page":"36","DOI":"10.1016\/j.dss.2018.09.001","volume":"115","author":"VL Migu\u00e9is","year":"2018","unstructured":"Migu\u00e9is, V. L., Freitas, A., Garcia, P. J. V., & Silva, A. (2018). Early segmentation of students according to their academic performance: A predictive modelling approach. Decision Support Systems, 115, 36\u201351. https:\/\/doi.org\/10.1016\/j.dss.2018.09.001.","journal-title":"Decision Support Systems"},{"key":"10524_CR24","doi-asserted-by":"publisher","unstructured":"Mohamed, A. (2016). Interactive decision support for academic advising.\u00a0Quality Assurance in Education. https:\/\/doi.org\/10.1108\/QAE-03-2013-0011.","DOI":"10.1108\/QAE-03-2013-0011"},{"issue":"1145\/3027385","key":"10524_CR25","first-page":"3029479","volume":"10","author":"F Okubo","year":"2017","unstructured":"Okubo, F., Shimada, A., Yamashita, T., & Ogata, H. (2017). A neural network approach for students\u2019 performance prediction. ACM International Conference Proceeding Series. doi, 10(1145\/3027385), 3029479.","journal-title":"ACM International Conference Proceeding Series. doi"},{"key":"10524_CR26","unstructured":"Pascarella, E. T., & Terenzini, P. T. (2005). How college affects students: A third decade of research. In How College Affects Students: A Third Decade of Research."},{"issue":"8","key":"10524_CR27","doi-asserted-by":"publisher","first-page":"35","DOI":"10.5120\/10489-5242","volume":"63","author":"V Ramesh","year":"2013","unstructured":"Ramesh, V., Parkavi, P., & Ramar, K. (2013). Predicting student performance: A statistical and data mining approach. International Journal of Computer Applications, 63(8), 35\u201339. https:\/\/doi.org\/10.5120\/10489-5242.","journal-title":"International Journal of Computer Applications"},{"key":"10524_CR28","doi-asserted-by":"publisher","unstructured":"Rizvi, S., Rienties, B., & Khoja, S. A. (2019). The role of demographics in online learning. Computers and Education. https:\/\/doi.org\/10.1016\/j.compedu.2019.04.001.","DOI":"10.1016\/j.compedu.2019.04.001"},{"key":"10524_CR29","doi-asserted-by":"publisher","first-page":"414","DOI":"10.1016\/j.procs.2015.12.157","volume":"72","author":"AM Shahiri","year":"2015","unstructured":"Shahiri, A. M., Husain, W., & Rashid, N. A. (2015). A review on predicting student\u2019s performance using data mining techniques. Procedia Computer Science, 72, 414\u2013422. https:\/\/doi.org\/10.1016\/j.procs.2015.12.157.","journal-title":"Procedia Computer Science"},{"key":"10524_CR30","doi-asserted-by":"publisher","unstructured":"Suryakant, & Mahara, T. (2016). A new similarity measure based on mean measure of divergence for collaborative filtering in sparse environment. Procedia Computer Science. https:\/\/doi.org\/10.1016\/j.procs.2016.06.099.","DOI":"10.1016\/j.procs.2016.06.099"},{"key":"10524_CR31","doi-asserted-by":"publisher","first-page":"69","DOI":"10.5220\/0003328700690078","volume":"1","author":"N Thai-Nghe","year":"2011","unstructured":"Thai-Nghe, N., Drumond, L., Horv\u00e1th, T., Nanopoulos, A., & Schmidt-Thieme, L. (2011). Matrix and tensor factorization for predicting student performance. CSEDU 2011 - Proceedings of the 3rd International Conference on Computer Supported Education, 1, 69\u201378. https:\/\/doi.org\/10.5220\/0003328700690078.","journal-title":"CSEDU 2011 - Proceedings of the 3rd International Conference on Computer Supported Education"},{"key":"10524_CR32","doi-asserted-by":"publisher","unstructured":"Vaidhehi, V., & Suchithra, R. (2019). An enhanced approach using collaborative filtering for generating under graduate program recommendations. 2019 2nd International Conference on Advanced Computational and Communication Paradigms, ICACCP 2019, 1\u20136. https:\/\/doi.org\/10.1109\/ICACCP.2019.8882939.","DOI":"10.1109\/ICACCP.2019.8882939"},{"key":"10524_CR33","doi-asserted-by":"publisher","DOI":"10.1109\/TSP.2016.2595495","author":"J Xu","year":"2016","unstructured":"Xu, J., Xing, T., & Van Der Schaar, M. (2016). Personalized course sequence recommendations. IEEE Transactions on Signal Processing. https:\/\/doi.org\/10.1109\/TSP.2016.2595495.","journal-title":"IEEE Transactions on Signal Processing"}],"container-title":["Education and Information Technologies"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10639-021-10524-0.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s10639-021-10524-0\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10639-021-10524-0.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,8,27]],"date-time":"2021-08-27T15:38:08Z","timestamp":1630078688000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s10639-021-10524-0"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,4,16]]},"references-count":33,"journal-issue":{"issue":"5","published-print":{"date-parts":[[2021,9]]}},"alternative-id":["10524"],"URL":"https:\/\/doi.org\/10.1007\/s10639-021-10524-0","relation":{},"ISSN":["1360-2357","1573-7608"],"issn-type":[{"value":"1360-2357","type":"print"},{"value":"1573-7608","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021,4,16]]},"assertion":[{"value":"10 December 2020","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"23 March 2021","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"16 April 2021","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}