{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,5]],"date-time":"2026-06-05T02:53:34Z","timestamp":1780628014450,"version":"3.54.1"},"reference-count":34,"publisher":"Springer Science and Business Media LLC","issue":"2","license":[{"start":{"date-parts":[[2018,11,26]],"date-time":"2018-11-26T00:00:00Z","timestamp":1543190400000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Educ Inf Technol"],"published-print":{"date-parts":[[2019,3]]},"DOI":"10.1007\/s10639-018-9838-8","type":"journal-article","created":{"date-parts":[[2018,11,26]],"date-time":"2018-11-26T02:09:26Z","timestamp":1543198166000},"page":"1379-1393","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":33,"title":["A framework for smart academic guidance using educational data mining"],"prefix":"10.1007","volume":"24","author":[{"given":"Mohamed","family":"Mimis","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0327-8249","authenticated-orcid":false,"given":"Mohamed","family":"El Hajji","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Youssef","family":"Es-saady","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Abdellah","family":"Oueld Guejdi","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Hassan","family":"Douzi","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Driss","family":"Mammass","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2018,11,26]]},"reference":[{"issue":"1","key":"9838_CR1","first-page":"3","volume":"1","author":"RS Baker","year":"2009","unstructured":"Baker, R. S., & Yacef, K. (2009). The state of educational data mining in 2009: a review and future visions. JEDM| Journal of Educational Data Mining, 1(1), 3\u201317.","journal-title":"JEDM| Journal of Educational Data Mining"},{"issue":"1","key":"9838_CR2","doi-asserted-by":"publisher","first-page":"537","DOI":"10.1007\/s10639-017-9616-z","volume":"23","author":"B Bakhshinategh","year":"2018","unstructured":"Bakhshinategh, B., Zaiane, O. R., ElAtia, S., & Ipperciel, D. (2018). Educational data mining applications and tasks: a survey of the last 10 years. Education and Information Technologies, 23(1), 537\u2013553.","journal-title":"Education and Information Technologies"},{"key":"9838_CR3","unstructured":"Baradwaj, B. K. & Pal, S. (2012). Mining educational data to analyze students' performance. arXiv preprint arXiv:1201.3417."},{"key":"9838_CR4","doi-asserted-by":"crossref","unstructured":"Belghiti, K., EL Kirat El Allame, Y., & Chana, M. (2017). Critical thinking development: the case of the english course in the CPGE Classes in Meknes, Fes and Kenitra.","DOI":"10.2139\/ssrn.2895544"},{"key":"9838_CR5","unstructured":"Belskaya, E., Moldovanova, E., Rozhkova, S., Tsvetkova, O., & Chervach, M. (2016). University smart guidance counselling. In Smart Education and e-Learning 2016 (pp. 39\u201349): Springer."},{"key":"9838_CR6","unstructured":"Bhardwaj, B. K. & Pal, S. (2012). Data mining: a prediction for performance improvement using classification. arXiv preprint arXiv:1201.3418."},{"key":"9838_CR7","unstructured":"Brijain, M., Patel, R., Kushik, M., & Rana, K. (2014). A survey on decision tree algorithm for classification."},{"key":"9838_CR8","unstructured":"Cakir, M., Xhafa, F., Zhou, N. & Stahl, G. (2005). Thread-based analysis of patterns of collaborative interaction in chat. AIED."},{"issue":"2","key":"9838_CR9","first-page":"586","volume":"1","author":"MD Calvo-Flores","year":"2006","unstructured":"Calvo-Flores, M. D., Galindo, E. G., Jim\u00e9nez, M. P., & Pineiro, O. P. (2006). Predicting students\u2019 marks from Moodle logs using neural network models. Current Developments in Technology-Assisted Education, 1(2), 586\u2013590.","journal-title":"Current Developments in Technology-Assisted Education"},{"key":"9838_CR10","doi-asserted-by":"publisher","unstructured":"Castellano, E. J., Martinez, L., & S\u00e1nchez, P. J. (2008). OrieB, a linguistic CRS for supporting decision making in academic orientation. World Scientific Proceedings Series on Computer Engineering and Information Science Computational Intelligence in Decision and Control, Chapter 2. 841\u2013846. \nhttps:\/\/doi.org\/10.1142\/9789812799470_0138\n\n. Consulted 15\/08\/2018.","DOI":"10.1142\/9789812799470_0138"},{"key":"9838_CR11","doi-asserted-by":"crossref","unstructured":"Castro, F., Vellido, A., Nebot, \u00c0., & Mugica, F. (2007). Applying data mining techniques to e-learning problems. Evolution of Teaching and Learning Paradigms in Intelligent Environment, 183\u2013221.","DOI":"10.1007\/978-3-540-71974-8_8"},{"key":"9838_CR12","unstructured":"CNIPE -MENFPES (Centre National de l'Innovation P\u00e9dagogique et de l'Exp\u00e9rimentation Minist\u00e8re de l'Education Nationale, de la Formation Professionnelle, de l'Enseignement Sup\u00e9rieur et de la Recherche Scientifique) (2018). Computational simulation of CPGE's selection formula. \nhttp:\/\/www.cpge.ac.ma\/Cand\/Simulation.aspx\n\n. Accessed 23 October 2018."},{"key":"9838_CR13","unstructured":"Es-Saady, Y. (2012). Contribution au d\u00e9veloppement d'approches de reconnaissance automatique de caract\u00e8res imprim\u00e9s et manuscrits, de textes et de documents Amazighes. Th\u00e8se de Doctorat,Universit\u00e9 Ibnou Zohr, Facult\u00e9 des Sciences, Agadir (Maroc). Consulted 15\/08\/2018."},{"issue":"2","key":"9838_CR14","first-page":"113","volume":"9","author":"M Goyal","year":"2012","unstructured":"Goyal, M., & Vohra, R. (2012). Applications of data mining in higher education. International Journal of Computer Science, 9(2), 113.","journal-title":"International Journal of Computer Science"},{"key":"9838_CR15","volume-title":"L'orientation scolaire et professionnelle","author":"J Guichard","year":"2005","unstructured":"Guichard, J., Huteau, M., & Huteau, M. (2005). L'orientation scolaire et professionnelle. Paris: Dunod."},{"key":"9838_CR16","volume-title":"Neural network design","author":"MT Hagan","year":"1996","unstructured":"Hagan, M. T., Demuth, H. B., & Beale, M. H. (1996). Neural network design (Vol. 20). Boston: Pws Pub."},{"key":"9838_CR17","unstructured":"Hien, N. T. N. & Haddawy, P. (2007). A decision support system for evaluating international student applications. Frontiers In Education Conference-Global Engineering: Knowledge Without Borders, Opportunities Without Passports, 2007. FIE'07. 37th Annual, IEEE."},{"key":"9838_CR18","unstructured":"Hung, J.-L., & Zhang, K. (2008). Revealing online learning behaviors and activity patterns and making predictions with data mining techniques in online teaching. MERLOT Journal of Online Learning and Teaching."},{"key":"9838_CR19","unstructured":"Ibrahim, Z. & Rusli, D. (2007). Predicting students\u2019 academic performance: Comparing artificial neural network, decision tree and linear regression. 21st Annual SAS Malaysia Forum, SAS Kuala Lumpur."},{"key":"9838_CR20","unstructured":"Kohavi, R. (1995) A study of cross-validation and bootstrap for accuracy estimation and model selection. In Ijcai (Vol. 14, pp. 1137\u20131145, Vol. 2): Montreal, Canada."},{"issue":"1","key":"9838_CR21","first-page":"72","volume":"9","author":"V Oladokun","year":"2008","unstructured":"Oladokun, V., Adebanjo, A., & Charles-Owaba, O. (2008). Predicting students\u2019 academic performance using artificial neural network: a case study of an engineering course. The Pacific Journal of Science and Technology, 9(1), 72\u201379.","journal-title":"The Pacific Journal of Science and Technology"},{"key":"9838_CR22","doi-asserted-by":"crossref","unstructured":"Oskouei, R. J., & Askari, M. (2014). Predicting academic performance with applying data mining techniques (generalizing the results of two different case studies). Computer Engineering and Applications Journal, 79e88.","DOI":"10.18495\/comengapp.v3i2.81"},{"issue":"1","key":"9838_CR23","doi-asserted-by":"publisher","first-page":"16","DOI":"10.3923\/itj.2008.16.23","volume":"7","author":"J Ranjan","year":"2008","unstructured":"Ranjan, J., & Khalil, S. (2008). Conceptual framework of data mining process in management education in India: an institutional perspective. Information Technology Journal, 7(1), 16\u201323.","journal-title":"Information Technology Journal"},{"issue":"6","key":"9838_CR24","doi-asserted-by":"publisher","first-page":"601","DOI":"10.1109\/TSMCC.2010.2053532","volume":"40","author":"C Romero","year":"2010","unstructured":"Romero, C., & Ventura, S. (2010). Educational data mining: a review of the state of the art. IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews), 40(6), 601\u2013618.","journal-title":"IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews)"},{"issue":"1","key":"9838_CR25","first-page":"12","volume":"3","author":"C Romero","year":"2013","unstructured":"Romero, C., & Ventura, S. (2013). Data mining in education. Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery, 3(1), 12\u201327.","journal-title":"Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery"},{"key":"9838_CR26","unstructured":"Sacin, C. V., Agapito, J. B., Shafti, L., & Ortigosa (2009). A. Recommendation in higher education using data mining techniques. In Educational Data Mining 2009."},{"key":"9838_CR27","unstructured":"Sanjeev, A. P., & Zytkow, J. M. (1995). Discovering enrollment knowledge in university databases. In Proceeding KDD'95 Proceedings of the First International Conference on Knowledge Discovery and Data Mining, 246\u2013251."},{"key":"9838_CR28","unstructured":"Sara, N.-B., Halland, R., Igel, C. & Alstrup, S. (2015). High-school dropout prediction using machine learning: a danish large-scale study. ESANN 2015 proceedings, European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning."},{"issue":"2","key":"9838_CR29","first-page":"140","volume":"2","author":"MMA Tair","year":"2012","unstructured":"Tair, M. M. A., & El-Halees, A. M. (2012). Mining educational data to improve students' performance: a case study. International. Journal of Information, 2(2), 140\u2013146.","journal-title":"Journal of Information"},{"key":"9838_CR30","volume-title":"Introduction to data mining","author":"P-N Tan","year":"2006","unstructured":"Tan, P.-N. (2006). Introduction to data mining. London: Pearson Education India."},{"key":"9838_CR31","unstructured":"Vialardi, C., Bravo, J., Shafti, L., & Ortigosa, A. (2009) Recommendation in higher education using data mining techniques. In Proceedings of Second Educational Data Mining Conference, C\u00f3rdoba, Spain, pp. 190\u2013199."},{"key":"9838_CR32","unstructured":"Witten, I. H., Frank, E., Hall, M. A., & Pal, C. J. (2016). Data mining: practical machine learning tools and techniques. Morgan Kaufmann."},{"key":"9838_CR33","first-page":"978","volume":"13","author":"X Wu","year":"2009","unstructured":"Wu, X., & Kumar, V. (2009). The top ten algorithm in data mining. International Standard Book, 13, 978\u2013971.","journal-title":"International Standard Book"},{"key":"9838_CR34","unstructured":"Yann, L. (1987). Mod\u00e8les connexionnistes de l'apprentissage. Th\u00e8se de Doctorat, Universit\u00e9 Pierre et Marie Curie (Paris). \nhttp:\/\/www.sudoc.abes.fr\/DB=2.1\/SRCH?IKT=12&TRM=043586643\n\n Consulted 15\/08\/2018."}],"container-title":["Education and Information Technologies"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10639-018-9838-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s10639-018-9838-8\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10639-018-9838-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,3,6]],"date-time":"2020-03-06T13:59:33Z","timestamp":1583503173000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s10639-018-9838-8"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,11,26]]},"references-count":34,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2019,3]]}},"alternative-id":["9838"],"URL":"https:\/\/doi.org\/10.1007\/s10639-018-9838-8","relation":{},"ISSN":["1360-2357","1573-7608"],"issn-type":[{"value":"1360-2357","type":"print"},{"value":"1573-7608","type":"electronic"}],"subject":[],"published":{"date-parts":[[2018,11,26]]},"assertion":[{"value":"21 May 2018","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"8 November 2018","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"26 November 2018","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}