{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,14]],"date-time":"2026-10-14T02:12:22Z","timestamp":1791943942444,"version":"4.3.4"},"reference-count":45,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2023,1,1]],"date-time":"2023-01-01T00:00:00Z","timestamp":1672531200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2023]]},"DOI":"10.1109\/access.2023.3305276","type":"journal-article","created":{"date-parts":[[2023,8,14]],"date-time":"2023-08-14T13:56:40Z","timestamp":1692021400000},"page":"86953-86962","source":"Crossref","is-referenced-by-count":37,"title":["Utilizing Machine Learning Models to Predict Student Performance From LMS Activity Logs"],"prefix":"10.1109","volume":"11","author":[{"ORCID":"https:\/\/orcid.org\/0009-0004-4842-6657","authenticated-orcid":false,"given":"Majid","family":"Khan","sequence":"first","affiliation":[{"name":"International Business Machines Corporation (IBM), Johannesburg, South Africa"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0003-8534-8515","authenticated-orcid":false,"given":"Saba","family":"Naz","sequence":"additional","affiliation":[{"name":"International Business Machines Corporation (IBM), Johannesburg, South Africa"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9391-1772","authenticated-orcid":false,"given":"Yashir","family":"Khan","sequence":"additional","affiliation":[{"name":"College of Industrial Economics, School of Economics and Management, Anhui Polytechnic University, Wuhu, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Muneeb","family":"Zafar","sequence":"additional","affiliation":[{"name":"10 Pearls, Islamabad, Pakistan"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7656-0184","authenticated-orcid":false,"given":"Maqbool","family":"Khan","sequence":"additional","affiliation":[{"name":"Pak-Austria Fachhochschule: Institute of Applied Sciences and Technology, Haripur, Pakistan"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5798-398X","authenticated-orcid":false,"given":"Giovanni","family":"Pau","sequence":"additional","affiliation":[{"name":"Kore University of Enna, Enna, Italy"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1016\/j.future.2018.08.003"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1080\/03075079.2019.1602756"},{"key":"ref12","author":"breiman","year":"1984","journal-title":"Classification and Regression Trees"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/EDUCON.2014.6826192"},{"key":"ref15","article-title":"Mining the impact of course assignments on student performance","author":"chaturvedi","year":"2013","journal-title":"Educational Data Mining 2013"},{"key":"ref37","article-title":"An approach of improving students academic performance by usingKmeans clustering algorithm and decision tree","author":"shovon","year":"2012","journal-title":"arXiv 1211 6340"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1016\/j.compedu.2009.02.008"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1007\/s10763-020-10085-7"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1002\/widm.1355"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1109\/ICCIKE47802.2019.9004387"},{"key":"ref11","article-title":"Data mining: A prediction for performance improvement using classification","author":"bhardwaj","year":"2012","journal-title":"arXiv 1201 3418"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1145\/3318396.3318419"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.3390\/healthcare9101272"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-44289-7_9"},{"key":"ref2","first-page":"45","article-title":"Online learning experiences amid the COVID-19 pandemic: Students&#x2019; perspectives","volume":"2","author":"noori","year":"2020","journal-title":"Academia Letters"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.3390\/su11061683"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1016\/j.compedu.2019.103724"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-19-1804-9_1"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.3390\/math10203758"},{"key":"ref38","article-title":"Association rule mining to identify the student dropout in MOOCs","volume":"6","author":"simon","year":"2019","journal-title":"Int Res J Eng Technol (IRJET)"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1007\/s10639-020-10241-0"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/ICBDAA.2018.8629697"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1016\/j.chb.2013.03.014"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.3390\/su15086720"},{"key":"ref23","first-page":"113","article-title":"Using LMS activity logs to predict student failure with random forest algorithm","author":"ljubobratovic","year":"2019","journal-title":"Future Inf Sci"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.2981905"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1007\/b107408"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1002\/eng2.12482"},{"key":"ref20","first-page":"1","article-title":"What is student engagement in online learning. and how do I know when it is there","author":"kennedy","year":"2020"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1016\/j.chb.2019.106189"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1016\/j.chb.2019.04.015"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.3390\/app9245569"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1016\/j.compedu.2019.103599"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.28945\/1281"},{"key":"ref28","first-page":"3","article-title":"Data mining approach for predicting student performance","volume":"10","author":"osmanbegovi?","year":"2012","journal-title":"Econ Rev"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/CSDE50874.2020.9411534"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1007\/s40692-021-00199-4"},{"key":"ref8","first-page":"4425","article-title":"A fuzzy probabilistic neural network for student&#x2019;s academic performance prediction","volume":"2","author":"arora","year":"2013","journal-title":"Int J Innov Res Sci Eng Technol"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1080\/02673843.2019.1679202"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1145\/2557833.2557842"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.13189\/wjcat.2014.020203"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2021.3049446"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1016\/j.tele.2019.01.007"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-19-1976-3_1"},{"key":"ref40","first-page":"154","article-title":"A clustering methodology of web log data for learning management systems","volume":"15","author":"valsamidis","year":"2012","journal-title":"J Educ Technol Soc"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/6287639\/10005208\/10216987.pdf?arnumber=10216987","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,9,11]],"date-time":"2023-09-11T14:22:53Z","timestamp":1694442173000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10216987\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023]]},"references-count":45,"URL":"https:\/\/doi.org\/10.1109\/access.2023.3305276","relation":{},"ISSN":["2169-3536"],"issn-type":[{"value":"2169-3536","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023]]}}}