{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,23]],"date-time":"2026-01-23T05:41:18Z","timestamp":1769146878881,"version":"3.49.0"},"publisher-location":"Cham","reference-count":14,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783319266886","type":"print"},{"value":"9783319266909","type":"electronic"}],"license":[{"start":{"date-parts":[[2015,11,10]],"date-time":"2015-11-10T00:00:00Z","timestamp":1447113600000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2016]]},"DOI":"10.1007\/978-3-319-26690-9_5","type":"book-chapter","created":{"date-parts":[[2015,11,9]],"date-time":"2015-11-09T00:25:43Z","timestamp":1447028743000},"page":"47-56","source":"Crossref","is-referenced-by-count":17,"title":["Machine Learning Based Classification Approach for Predicting Students Performance in Blended Learning"],"prefix":"10.1007","author":[{"given":"Celia Gonz\u00e1lez","family":"Nespereira","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Esraa","family":"Elhariri","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Nashwa","family":"El-Bendary","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ana Fern\u00e1ndez","family":"Vilas","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Rebeca P. D\u00edaz","family":"Redondo","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2015,11,10]]},"reference":[{"key":"5_CR1","unstructured":"Kim, J.H., Park, Y., Song, J., Jo, I.-H., Predicting students\u2019 learning performance by using online behavior patterns in blended learning environments: comparison of two cases on linear and non-linear model. In: The International Conference on Educational Data Mining (EDM 2014), London, United Kingdom (2014)"},{"key":"5_CR2","doi-asserted-by":"crossref","unstructured":"Liebowitz, J., Frank, M.: Knowledge Management and E-learning. CRC Press (2010)","DOI":"10.1201\/b10347-3"},{"key":"5_CR3","doi-asserted-by":"publisher","first-page":"368","DOI":"10.1016\/j.compedu.2007.05.016","volume":"51","author":"C Romero","year":"2008","unstructured":"Romero, C., Ventura, S., Garca, E.: Data mining in course management systems: moodle case study and tutorial. Comput. Educ. 51, 368\u2013384 (2008)","journal-title":"Comput. Educ."},{"key":"5_CR4","doi-asserted-by":"publisher","first-page":"12","DOI":"10.1002\/widm.1075","volume":"3","author":"C Romero","year":"2013","unstructured":"Romero, C., Ventura, S.: Data mining in education. Wiley Interdiscip. Rev. Data Min. Knowl. Discov. 3, 12\u201327 (2013)","journal-title":"Wiley Interdiscip. Rev. Data Min. Knowl. Discov."},{"issue":"6","key":"5_CR5","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.: Educational data mining: a review of the state of the art. IEEE Trans. Syst. Man Cybern. Part C: Appl. Rev. 40(6), 601\u2013618 (2010)","journal-title":"IEEE Trans. Syst. Man Cybern. Part C: Appl. Rev."},{"key":"5_CR6","unstructured":"van Barneveld, A., Arnold, K.E., Campbell, J.P.: Analytics in higher education: establishing a common language. Educause Learn. Initiat. 1, 1\u201311 (2012)"},{"key":"5_CR7","unstructured":"Bienkowski, M., Feng, M., Means, B.: Enhancing teaching and learning through educational data mining and learning analytics: an issue brief. Office of Educational Technology, U.S. Department of Education (2012)"},{"key":"5_CR8","first-page":"99","volume":"8","author":"Q Wu","year":"2006","unstructured":"Wu, Q., Zhou, D.-X.: Analysis of support vector machine classification. J. Comput. Anal. Appl. 8, 99\u2013119 (2006)","journal-title":"J. Comput. Anal. Appl."},{"key":"5_CR9","doi-asserted-by":"crossref","unstructured":"Zawbaa, H.M., El-Bendary, N., Hassanien, A.E., Abraham, A.: SVM-based soccer video summarization system. In: Proceedings of the Third IEEE World Congress on Nature and Biologically Inspired Computing (NaBIC2011), Salamanca, Spain, pp. 7\u201311 (2011)","DOI":"10.1109\/NaBIC.2011.6089409"},{"key":"5_CR10","doi-asserted-by":"crossref","unstructured":"Zawbaa, H.M., El-Bendary, N., Hassanien, A.E., Kim, T.H.: Machine learning-based soccer video summarization system. In: Proceedings of the Multimedia, Computer Graphics and Broadcasting FGIT-MulGraB (2), Jeju Island, Korea, vol. 263, pp. 19\u201328. Springer (2011)","DOI":"10.1007\/978-3-642-27186-1_3"},{"issue":"1","key":"5_CR11","first-page":"71","volume":"3","author":"SR Suralkar","year":"2012","unstructured":"Suralkar, S.R., Karode, A.H., Pawade, P.W.: Texture image classification using support vector machine. Int. J. Comput. Appl. Technol. 3(1), 71\u201375 (2012)","journal-title":"Int. J. Comput. Appl. Technol."},{"key":"5_CR12","unstructured":"Kulkarni, V.Y., Sinha, P.K.: Efficient learning of random forest classifier using disjoint partitioning approach. In: Proceedings of the World Congress on Engineering, vol. 2 (2013)"},{"key":"5_CR13","doi-asserted-by":"crossref","unstructured":"Bosch, A., Zisserman, A., Munoz, X.: Image classification using random forests and ferns. In: IEEE 11th International Conference on Computer Vision (2007)","DOI":"10.1109\/ICCV.2007.4409066"},{"key":"5_CR14","unstructured":"Nisbet, R., Elder, J., Miner, G.: Handbook of Statistical Analysis and Data Mining Applications. Academic Press (2009)"}],"container-title":["Advances in Intelligent Systems and Computing","The 1st International Conference on Advanced Intelligent System and Informatics (AISI2015), November 28-30, 2015, Beni Suef, Egypt"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-26690-9_5","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,5,31]],"date-time":"2019-05-31T09:17:51Z","timestamp":1559294271000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-26690-9_5"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015,11,10]]},"ISBN":["9783319266886","9783319266909"],"references-count":14,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-26690-9_5","relation":{},"ISSN":["2194-5357","2194-5365"],"issn-type":[{"value":"2194-5357","type":"print"},{"value":"2194-5365","type":"electronic"}],"subject":[],"published":{"date-parts":[[2015,11,10]]}}}