{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,27]],"date-time":"2026-02-27T15:58:36Z","timestamp":1772207916571,"version":"3.50.1"},"reference-count":35,"publisher":"IEEE","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2017,8]]},"DOI":"10.1109\/iisa.2017.8316424","type":"proceedings-article","created":{"date-parts":[[2018,3,15]],"date-time":"2018-03-15T16:46:49Z","timestamp":1521132409000},"page":"1-6","source":"Crossref","is-referenced-by-count":13,"title":["Early dropout prediction in distance higher education using active learning"],"prefix":"10.1109","author":[{"given":"Georgios","family":"Kostopoulos","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Sotiris","family":"Kotsiantis","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Omiros","family":"Ragos","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Theodoula N.","family":"Grapsa","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref33","first-page":"14","article-title":"Turn on, tune in, drop out: Anticipating student dropouts in massive open online courses","volume":"11","author":"yang","year":"2013","journal-title":"Proceedings of the 2013 NIPS Data-Driven Education Workshop"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1016\/j.chb.2015.12.007"},{"key":"ref31","article-title":"Data Mining: Practical machine learning tools and techniques","author":"witten","year":"2016","journal-title":"Morgan Kaufmann"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.2307\/3001968"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-36668-3_3"},{"key":"ref34","doi-asserted-by":"crossref","first-page":"118","DOI":"10.2478\/eurodl-2014-0008","article-title":"Predicting dropout student: an application of data mining methods in an online education program","volume":"17","author":"yukselturk","year":"2014","journal-title":"European Journal of Open Distance and E-Learning"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1016\/0893-6080(89)90020-8"},{"key":"ref11","first-page":"338","article-title":"Estimating continuous distributions in Bayesian classifiers","author":"john","year":"1995","journal-title":"Proceedings of the Eleventh Conference on Uncertainty in Artificial Intelligence"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.3115\/v1\/W14-4111"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1145\/2801948.2802013"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-45226-3_37"},{"key":"ref15","first-page":"519","article-title":"AUC: a statistically consistent and more discriminating measure than accuracy","volume":"3","author":"ling","year":"2003","journal-title":"IJCAI"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2013.01.032"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1016\/j.compedu.2009.05.010"},{"key":"ref18","first-page":"841","article-title":"On discriminative vs. generative classifiers: A comparison of logistic regression and naive bayes","volume":"2","author":"ng","year":"2002","journal-title":"Advances in neural information processing systems"},{"key":"ref19","first-page":"49","article-title":"Learning analytics and educational data mining in practice: A systematic literature review of empirical evidence","volume":"17","author":"papamitsiou","year":"2014","journal-title":"Educational Technology and Society"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1080\/02680510600713110"},{"key":"ref4","article-title":"Predicting students drop out: A case study","author":"dekker","year":"2009","journal-title":"Educational Data Mining"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1145\/584091.584093"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1016\/j.tcs.2010.12.054"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1016\/S1352-2310(97)00447-0"},{"key":"ref29","first-page":"385","article-title":"Contact sessions in distance education: students' perspective","volume":"3","author":"tsagari","year":"2013","journal-title":"Major Trends in Theoretical and Applied Linguistics Selected papers from the 20th ISTAL (International Symposium on Theoretical and Applied Lingzuistics)"},{"key":"ref5","first-page":"128","author":"dwyer","year":"2007","journal-title":"Decision tree instability and active learning In European Conference on Machine Learning"},{"key":"ref8","first-page":"1749","article-title":"Identifying At-Risk Students in Massive Open Online Courses","author":"he","year":"2015","journal-title":"AAAI"},{"key":"ref7","article-title":"Dropout prediction in MOOCs using learner activity features","volume":"7","author":"halawa","year":"0","journal-title":"Experiences and best practices in and around MOOCs"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1023\/A:1010933404324"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1214\/aoms\/1177704575"},{"key":"ref1","article-title":"Predicting Drop-Out from Social Behaviour of Students","author":"bayer","year":"2012","journal-title":"International Educational Data Mining Society"},{"key":"ref20","author":"pearl","year":"1988","journal-title":"Probabilistic Reasoning in Intelligent Systems"},{"key":"ref22","volume":"c4 5","author":"quinlan","year":"1993","journal-title":"Programs for Machine Learning"},{"key":"ref21","author":"platt","year":"1998","journal-title":"Sequential minimal optimization A fast algorithm for training support vector machines"},{"key":"ref24","first-page":"1","article-title":"JCLAL: a Java framework for active learning","volume":"17","author":"reyes","year":"2016","journal-title":"Journal of Machine Learning Research"},{"key":"ref23","first-page":"1","author":"ramirez-loaiza","year":"2016","journal-title":"Active learning an empirical study of common baselines Data Mining and Knowledge Discovery"},{"key":"ref26","first-page":"55","article-title":"Active learning literature survey","volume":"52","author":"settles","year":"2010","journal-title":"University of Wisconsin at Madison"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/TSMCC.2010.2053532"}],"event":{"name":"2017 8th International Conference on Information, Intelligence, Systems & Applications (IISA)","location":"Larnaca","start":{"date-parts":[[2017,8,27]]},"end":{"date-parts":[[2017,8,30]]}},"container-title":["2017 8th International Conference on Information, Intelligence, Systems & Applications (IISA)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/8308011\/8316350\/08316424.pdf?arnumber=8316424","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,10,12]],"date-time":"2019-10-12T19:58:30Z","timestamp":1570910310000},"score":1,"resource":{"primary":{"URL":"http:\/\/ieeexplore.ieee.org\/document\/8316424\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017,8]]},"references-count":35,"URL":"https:\/\/doi.org\/10.1109\/iisa.2017.8316424","relation":{},"subject":[],"published":{"date-parts":[[2017,8]]}}}