{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,14]],"date-time":"2026-07-14T20:05:15Z","timestamp":1784059515757,"version":"3.55.0"},"reference-count":27,"publisher":"IEEE","license":[{"start":{"date-parts":[[2019,10,1]],"date-time":"2019-10-01T00:00:00Z","timestamp":1569888000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2019,10,1]],"date-time":"2019-10-01T00:00:00Z","timestamp":1569888000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2019,10,1]],"date-time":"2019-10-01T00:00:00Z","timestamp":1569888000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2019,10]]},"DOI":"10.1109\/fie43999.2019.9028545","type":"proceedings-article","created":{"date-parts":[[2020,3,13]],"date-time":"2020-03-13T06:17:01Z","timestamp":1584080221000},"page":"1-9","source":"Crossref","is-referenced-by-count":23,"title":["Predicting and Reducing Dropout in Virtual Learning using Machine Learning Techniques: A Systematic Review"],"prefix":"10.1109","author":[{"given":"Mariela Mizota","family":"Tamada","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jose Francisco de Magalhaes","family":"Netto","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Dhanielly Paulina R.","family":"de Lima","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref10","article-title":"Prediction students dropout using data mining techniques","volume":"1","author":"manh\u00e3es","year":"2011","journal-title":"Brazilian Symposium on Computers in Education"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1504\/IJTEL.2012.051815"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1145\/2330601.2330661"},{"key":"ref13","author":"kitchenham","year":"2004","journal-title":"Procedures for Performing Systematic Reviews"},{"key":"ref14","author":"petticrew","year":"2008","journal-title":"Systematic Reviews in the Social Sciences A Practical Guide"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1016\/j.jss.2006.07.009"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1016\/j.compeleceng.2017.03.005"},{"key":"ref17","first-page":"i","article-title":"Dropout Prediction in MOOCs: Using Deep Learning for Personalized Intervention","author":"xing","year":"2018","journal-title":"Journal of Educational Computing Research"},{"key":"ref18","article-title":"DropoutSeer: Visualizing Learning Patterns in Massive Open Online Courses for Dropout Reasoning and Prediction","author":"yuanzhe","year":"0","journal-title":"2016 IEEE Conference on Visual Analytics Science and Technology (VAST)"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-55705-2_25"},{"key":"ref4","doi-asserted-by":"crossref","first-page":"141","DOI":"10.15388\/infedu.2014.08","article-title":"Educational Data Mining and Problem-Based Learning","volume":"13","author":"walld\u00e9n","year":"2014","journal-title":"Informatics in Education"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1145\/3209219.3209227"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/FIE.2014.7044103"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.3115\/v1\/W14-4111"},{"key":"ref5","first-page":"1","article-title":"Elicited and mined rules for dropout prevention in online courses","volume":"1","author":"neto","year":"0","journal-title":"2015 IEEE Frontiers in Education Conference"},{"key":"ref8","article-title":"Predicting Persuasive Message for Changing Student&#x2019;s Attitude Using Data Mining","author":"promdee","year":"2017"},{"key":"ref7","first-page":"1174","article-title":"Supervised Machine Learning: A Review of Classification Techniques","volume":"7","author":"kotsiantis","year":"2016","journal-title":"IJCSIT"},{"key":"ref2","first-page":"5825","article-title":"Dropout rates of massive open online courses: behavioural patterns","author":"onah","year":"2014","journal-title":"Proceedings of the Sixth International Conference on Education and New Learning Technologies"},{"key":"ref9","author":"li","year":"2011","journal-title":"A Machine Learning Approach for Automatic Student Model Discovery Carnegie Mellon University"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2017.08.088"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/ICDMW.2015.174"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/ISM.2017.96"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-662-48978-9_12"},{"key":"ref24","article-title":"An Integrated Framework with Feature Selection for Dropout Prediction in Massive Open Online Course","author":"lin","year":"0","journal-title":"IEEE Access"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/ICCSE.2017.8085583"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/SIIE.2018.8586748"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/ELELTECH.2017.8074997"}],"event":{"name":"2019 IEEE Frontiers in Education Conference (FIE)","location":"Covington, KY, USA","start":{"date-parts":[[2019,10,16]]},"end":{"date-parts":[[2019,10,19]]}},"container-title":["2019 IEEE Frontiers in Education Conference (FIE)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/9011701\/9028348\/09028545.pdf?arnumber=9028545","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,7,18]],"date-time":"2022-07-18T14:45:25Z","timestamp":1658155525000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9028545\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,10]]},"references-count":27,"URL":"https:\/\/doi.org\/10.1109\/fie43999.2019.9028545","relation":{},"subject":[],"published":{"date-parts":[[2019,10]]}}}