{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,6,1]],"date-time":"2025-06-01T04:11:00Z","timestamp":1748751060148,"version":"3.41.0"},"publisher-location":"Cham","reference-count":12,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319271002"},{"type":"electronic","value":"9783319271019"}],"license":[{"start":{"date-parts":[[2015,1,1]],"date-time":"2015-01-01T00:00:00Z","timestamp":1420070400000},"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":[],"published-print":{"date-parts":[[2015]]},"DOI":"10.1007\/978-3-319-27101-9_15","type":"book-chapter","created":{"date-parts":[[2015,11,19]],"date-time":"2015-11-19T15:14:49Z","timestamp":1447946089000},"page":"208-219","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":8,"title":["Applying Data Mining Techniques to Identify Success Factors in Students Enrolled in Distance Learning: A Case Study"],"prefix":"10.1007","author":[{"given":"Jos\u00e9 Gerardo Moreno","family":"Salinas","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Christopher R.","family":"Stephens","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2015,12,10]]},"reference":[{"issue":"2","key":"15_CR1","first-page":"7","volume":"131","author":"C-M Zhao","year":"2006","unstructured":"Zhao, C.-M., Luan, J.: Data mining: going beyond traditional statistics. New Dir. Inst. Res. 131(2), 7\u201316 (2006)","journal-title":"New Dir. Inst. Res."},{"issue":"1","key":"15_CR2","doi-asserted-by":"crossref","first-page":"118","DOI":"10.2478\/eurodl-2014-0008","volume":"17","author":"E Yukselturk","year":"2014","unstructured":"Yukselturk, E., Ozekes, S., T\u00fcrel, Y.: Predicting dropout student: an application of data mining methods in an online education program. Eur. J. Open Distance E-Learn. 17(1), 118\u2013133 (2014)","journal-title":"Eur. J. Open Distance E-Learn."},{"issue":"3","key":"15_CR3","doi-asserted-by":"publisher","first-page":"950","DOI":"10.1016\/j.compedu.2009.05.010","volume":"53","author":"I Lykourentzou","year":"2009","unstructured":"Lykourentzou, I., Giannoukos, I., Nikolopoulos, V., Mpardis, G., Loumos, V.: Dropout prediction in e-learning courses through the combination of machine learning techniques. Comput. Educ. 53(3), 950\u2013965 (2009)","journal-title":"Comput. Educ."},{"issue":"3","key":"15_CR4","first-page":"115","volume":"13","author":"PA Willging","year":"2004","unstructured":"Willging, P.A., Johnson, S.D.: Factors that influence students\u2019 decision to dropout of online courses. J. Asynchronous Learn. Netw. 13(3), 115\u2013127 (2004)","journal-title":"J. Asynchronous Learn. Netw."},{"issue":"3","key":"15_CR5","first-page":"403","volume":"2","author":"A Lile","year":"2011","unstructured":"Lile, A.: Analyzing E-learning systems using educational data mining techniques. Mediterranean J. Soc. Sci. 2(3), 403\u2013419 (2011)","journal-title":"Mediterranean J. Soc. Sci."},{"key":"15_CR6","first-page":"267","volume":"2774","author":"S Kotsiantis","year":"2003","unstructured":"Kotsiantis, S., Pierrakeas, C., Pintelas, P.: Preventing student dropout in distance learning using machine learning techniques. Knowl.-Based Intell. Inf. Eng. Syst. 2774, 267\u2013274 (2003)","journal-title":"Knowl.-Based Intell. Inf. Eng. Syst."},{"key":"15_CR7","doi-asserted-by":"crossref","unstructured":"Zang, W., Lin, F.: Investigation of web-based teaching and learning by boosting algorithms. In: Proceedings of IEEE International Conference on Information Technology: Research and Education (ITRE 2003), pp. 445\u2013449 (2003)","DOI":"10.1109\/ITRE.2003.1270655"},{"key":"15_CR8","unstructured":"Dekker, G., Pechenizkiy, M., Vleeshouwers, J.: Predicting student drop out: a case study. In: Barnes, T., Desmarais, M., Romero, C., Ventura, S. (eds.), Proceedings of the 2nd International Conference on Educational Data Mining, (EDM 2009), pp. 41\u201350 (2009)"},{"issue":"5","key":"15_CR9","doi-asserted-by":"publisher","first-page":"e5725","DOI":"10.1371\/journal.pone.0005725","volume":"4","author":"CR Stephens","year":"2009","unstructured":"Stephens, C.R., Heau, J.G., Gonz\u00e1lez, C., Ibarra-Cerde\u00f1a, C.N., S\u00e1nchez-Cordero, V., et al.: Using biotic interaction networks for prediction in biodiversity and emerging diseases. PLoS ONE 4(5), e5725 (2009). doi: 10.1371\/journal.pone.0005725","journal-title":"PLoS ONE"},{"key":"15_CR10","unstructured":"Mitchell, T., Machine Learning, Generative and Discriminative Classifiers: Naive Bayes and Logistic Regression (Draft Version). McGraw Hill (2005)"},{"key":"15_CR11","doi-asserted-by":"publisher","first-page":"1285","DOI":"10.1126\/science.3287615","volume":"240","author":"JA Swet","year":"1988","unstructured":"Swet, J.A.: Measuring the accuracy of diagnostic systems. Science 240, 1285\u20131293 (1988)","journal-title":"Science"},{"issue":"8","key":"15_CR12","doi-asserted-by":"publisher","first-page":"861","DOI":"10.1016\/j.patrec.2005.10.010","volume":"27","author":"T Fawcett","year":"2006","unstructured":"Fawcett, T.: An introduction to ROC analysis. Pattern Recogn. Lett. 27(8), 861\u2013874 (2006)","journal-title":"Pattern Recogn. Lett."}],"container-title":["Lecture Notes in Computer Science","Advances in Artificial Intelligence and Its Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-27101-9_15","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,5,31]],"date-time":"2025-05-31T13:00:47Z","timestamp":1748696447000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-27101-9_15"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015]]},"ISBN":["9783319271002","9783319271019"],"references-count":12,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-27101-9_15","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2015]]},"assertion":[{"value":"10 December 2015","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}}]}}