{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,8]],"date-time":"2026-07-08T15:59:24Z","timestamp":1783526364488,"version":"3.55.0"},"reference-count":40,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2021,1,1]],"date-time":"2021-01-01T00:00:00Z","timestamp":1609459200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/legalcode"}],"funder":[{"name":"Ministry of Higher Education through the Fundamental Research Scheme","award":["FRGS\/1\/2018\/ICT04\/UTM\/01\/1"],"award-info":[{"award-number":["FRGS\/1\/2018\/ICT04\/UTM\/01\/1"]}]},{"name":"Specific Research Project (SPEV) at the Faculty of Informatics and Management, University of Hradec Kralove, Czech Republic","award":["2102-2021"],"award-info":[{"award-number":["2102-2021"]}]},{"DOI":"10.13039\/501100005417","name":"Universiti Teknologi Malaysia (UTM) under Research University","doi-asserted-by":"publisher","award":["Vot-20H04"],"award-info":[{"award-number":["Vot-20H04"]}],"id":[{"id":"10.13039\/501100005417","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Malaysia Research University Network","award":["Vot 4L876"],"award-info":[{"award-number":["Vot 4L876"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2021]]},"DOI":"10.1109\/access.2021.3093563","type":"journal-article","created":{"date-parts":[[2021,6,30]],"date-time":"2021-06-30T19:43:54Z","timestamp":1625082234000},"page":"95608-95621","source":"Crossref","is-referenced-by-count":165,"title":["Multiclass Prediction Model for Student Grade Prediction Using Machine Learning"],"prefix":"10.1109","volume":"9","author":[{"given":"Siti Dianah Abdul","family":"Bujang","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9746-8459","authenticated-orcid":false,"given":"Ali","family":"Selamat","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Roliana","family":"Ibrahim","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5992-2574","authenticated-orcid":false,"given":"Ondrej","family":"Krejcar","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7922-4984","authenticated-orcid":false,"given":"Enrique","family":"Herrera-Viedma","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5256-210X","authenticated-orcid":false,"given":"Hamido","family":"Fujita","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8523-1494","authenticated-orcid":false,"given":"Nor Azura Md.","family":"Ghani","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.3390\/math8101738"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.3390\/admsci10040081"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.17485\/ijst\/2016\/v9i30\/98729"},{"key":"ref32","first-page":"1","article-title":"Application of machine learning in predicting performance for computer engineering students: A case study","volume":"11","author":"buena\u00f1o-fern\u00e1ndez","year":"2019","journal-title":"J Sustainability"},{"key":"ref31","first-page":"1","article-title":"Feature selection for high-dimensional and correlation based redundancy and binary","volume":"11","author":"sharifai","year":"2020","journal-title":"Genes"},{"key":"ref30","volume":"1165","author":"jalota","year":"2021","journal-title":"Feature Selection Algorithms and Student Academic Performance A Study"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.23919\/MIPRO.2018.8400249"},{"key":"ref36","first-page":"697","article-title":"Optimization of kNN classifier using hybrid preprocessing model for handling imbalanced data","volume":"12","author":"nair","year":"2019","journal-title":"Int J Eng Res Technol"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1145\/2990508"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.3390\/app10113894"},{"key":"ref10","first-page":"1","article-title":"Prediction of student&#x2019;s performance by modelling small dataset size","volume":"16","author":"abu zohair","year":"2019","journal-title":"International Journal of education in Higher Education"},{"key":"ref40","first-page":"1","article-title":"Implementing autoML in educational data mining for prediction tasks","volume":"10","author":"tsiakmaki","year":"2020","journal-title":"Appl Sci"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/FSKD.2018.8687286"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1186\/s40165-014-0010-2"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1007\/s41060-016-0024-z"},{"key":"ref14","article-title":"Machine learning based student grade prediction: A case study","author":"iqbal","year":"2017","journal-title":"arXiv 1708 08744"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/ICBDSC.2019.8645608"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.7763\/IJIET.2016.V6.745"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.14569\/IJACSA.2019.0100739"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.12988\/ams.2015.53289"},{"key":"ref19","doi-asserted-by":"crossref","first-page":"13","DOI":"10.47177\/GJBP.01.03.2017.013","article-title":"Applications of machine learning to student grade prediction in quantitative business courses","volume":"1","author":"anderson","year":"2017","journal-title":"Glob J Bus Pedagog"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2019.2939755"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2019.2963503"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.3390\/educsci9040275"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1016\/j.dss.2018.09.001"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.3390\/app10051755"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1613\/jair.953"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.3390\/app10144967"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.2994561"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1016\/j.tele.2019.01.007"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1186\/s41239-020-0177-7"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1145\/3293881.3295783"},{"key":"ref1","first-page":"2703","article-title":"Predicting performance and potential difficulties of university student using classification: Survey paper","volume":"118","author":"solomon","year":"2018","journal-title":"Int J Pure Appl Math"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.11591\/ijeecs.v9.i2.pp447-459"},{"key":"ref22","first-page":"542","article-title":"Cross-validation","volume":"1","author":"berrar","year":"2018","journal-title":"Comput Biol"},{"key":"ref21","first-page":"54","article-title":"Evaluation of classification algorithms with solutions to class imbalance problem on bank marketing dataset using WEKA","volume":"6","author":"verma","year":"2019","journal-title":"Int Res J Eng Technol"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1002\/cae.22042"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1007\/s10462-018-9620-8"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1023\/A:1010933404324"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.3390\/en12193665"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/6287639\/9312710\/09468629.pdf?arnumber=9468629","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,11,5]],"date-time":"2023-11-05T13:42:38Z","timestamp":1699191758000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9468629\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021]]},"references-count":40,"URL":"https:\/\/doi.org\/10.1109\/access.2021.3093563","relation":{},"ISSN":["2169-3536"],"issn-type":[{"value":"2169-3536","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021]]}}}