{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,22]],"date-time":"2026-07-22T16:31:52Z","timestamp":1784737912917,"version":"3.55.0"},"reference-count":78,"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\/4.0\/legalcode"}],"funder":[{"name":"Fundamental Research Grant Scheme (FRGS) through the Ministry of Education","award":["FRGS\/1\/2022\/ICT08\/UTM\/01\/1"],"award-info":[{"award-number":["FRGS\/1\/2022\/ICT08\/UTM\/01\/1"]}]},{"name":"Faculty of Informatics and Management, University of Hradec Kralove, through the Specific Research Project","award":["2102\/2022"],"award-info":[{"award-number":["2102\/2022"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2023]]},"DOI":"10.1109\/access.2022.3225404","type":"journal-article","created":{"date-parts":[[2022,11,28]],"date-time":"2022-11-28T19:37:30Z","timestamp":1669664250000},"page":"1970-1989","source":"Crossref","is-referenced-by-count":44,"title":["Imbalanced Classification Methods for Student Grade Prediction: A Systematic Literature Review"],"prefix":"10.1109","volume":"11","author":[{"given":"Siti Dianah","family":"Abdul Bujang","sequence":"first","affiliation":[{"name":"Malaysia Japan International Institute of Technology (MJIIT), Universiti Teknologi Malaysia Kuala Lumpur, Kuala Lumpur, Malaysia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9746-8459","authenticated-orcid":false,"given":"Ali","family":"Selamat","sequence":"additional","affiliation":[{"name":"Malaysia Japan International Institute of Technology (MJIIT), Universiti Teknologi Malaysia Kuala Lumpur, Kuala Lumpur, Malaysia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ondrej","family":"Krejcar","sequence":"additional","affiliation":[{"name":"Malaysia Japan International Institute of Technology (MJIIT), Universiti Teknologi Malaysia Kuala Lumpur, Kuala Lumpur, Malaysia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5298-8642","authenticated-orcid":false,"given":"Farhan","family":"Mohamed","sequence":"additional","affiliation":[{"name":"School of Computing, Faculty of Engineering, Malaysia & Media and Games Center of Excellence (MagicX), Universiti Teknologi Malaysia, Johor Bahru, Malaysia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Lim Kok","family":"Cheng","sequence":"additional","affiliation":[{"name":"College of Computing and Informatics, Universiti Tenaga Nasional Malaysia, Kajang, Selangor, Malaysia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0414-7926","authenticated-orcid":false,"given":"Po Chan","family":"Chiu","sequence":"additional","affiliation":[{"name":"Faculty of Computer Science and Information Technology, Universiti Malaysia Sarawak, Kota Samarahan, Sarawak, Malaysia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5256-210X","authenticated-orcid":false,"given":"Hamido","family":"Fujita","sequence":"additional","affiliation":[{"name":"Faculty of Informatics and Management, University of Hradec Kralove, Hradec Kralove, Czech Republic"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.5334\/dsj-2019-014"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.3390\/educsci11090552"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.3390\/app112210907"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.23919\/ICACS.2019.8689136"},{"key":"ref5","article-title":"Machine learning based student grade prediction: A case study","volume-title":"arXiv:1708.08744","author":"Iqbal","year":"2017"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1186\/s41239-020-0177-7"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2019.2899578"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2022.3188767"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/ICACITE51222.2021.9404626"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.2994561"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.3390\/app10051755"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1088\/1757-899x\/1099\/1\/012077"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1142\/s0218001409007326"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.47839\/ijc.21.2.2589"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2013.07.046"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/CSPC.2017.8305866"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/ICOIACT53268.2021.9563968"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.32628\/ijsrset196225"},{"key":"ref19","first-page":"152","article-title":"A review on data level approaches to address the class imbalance problem","volume-title":"Proc. Int. Conf. Challenges Eng. Sci. Technol.","author":"Upadhyay"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-98074-4_6"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1186\/s40537-020-00349-y"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1186\/s41182-019-0165-6"},{"issue":"2004","key":"ref23","first-page":"1","article-title":"Procedures for performing systematic reviews, version 1.0","volume":"33","author":"Kitchenham","year":"2004","journal-title":"Empir. Softw. Eng."},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1136\/bmj.n160"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2021.3093563"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1016\/j.dss.2021.113493"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1016\/j.compeleceng.2021.107274"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1007\/s12528-021-09279-x"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1016\/j.compeleceng.2021.107271"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2021.3119596"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1007\/s10639-021-10780-0"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1155\/2021\/7463631"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1109\/AFRICON51333.2021.9571012"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1007\/s13369-021-06153-x"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.11591\/ijece.v11i4.pp3567-3574"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1016\/j.compeleceng.2020.106903"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1007\/s10489-020-01776-3"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2020.03.358"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1088\/1742-6596\/1529\/5\/052041"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.2986809"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1109\/INOCON50539.2020.9298266"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/ICoICT49345.2020.9166276"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1109\/ICITACEE50144.2020.9239244"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1088\/1742-6596\/1477\/3\/032007"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1145\/3411170.3411232"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1007\/s10462-018-9620-8"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1186\/s41239-019-0160-3"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1109\/ICBDSC.2019.8645608"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2019.09.156"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1007\/s00521-018-3756-y"},{"issue":"2","key":"ref51","first-page":"76","article-title":"Dimensionality reduction for predicting student performance in unbalanced data sets","volume":"11","author":"Lim","year":"2019","journal-title":"Int. J. Adv. Soft Comput. Appl."},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2019.09.235"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-13-8260-4_25"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2018.07.021"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1109\/FSKD.2018.8687286"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1016\/j.chb.2017.01.047"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1109\/CCECE.2017.7946847"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1109\/ICICI.2017.8365371"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1016\/j.compedu.2016.09.005"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1007\/s41060-016-0024-z"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2016.04.012"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2015.07.372"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1186\/s40165-014-0010-2"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.17051\/io.2015.03160"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.1016\/j.chb.2019.106189"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.1111\/bjet.12645"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.1613\/jair.953"},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.1109\/ICICS49469.2020.239556"},{"key":"ref69","doi-asserted-by":"publisher","DOI":"10.1109\/3477.790454"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.1109\/TSMC.1976.4309452"},{"key":"ref71","doi-asserted-by":"publisher","DOI":"10.1109\/ICICOS.2017.8276363"},{"key":"ref72","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2008.239"},{"issue":"10","key":"ref73","first-page":"768","article-title":"Hybrid model for improving student academic performance","volume":"11","author":"Deepika","year":"2020","journal-title":"Int. J. Adv. Res. Eng. Technol."},{"key":"ref74","doi-asserted-by":"publisher","DOI":"10.3991\/ijet.v16i12.20699"},{"key":"ref75","doi-asserted-by":"publisher","DOI":"10.37936\/ecti-cit.2018122.133280"},{"key":"ref76","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2021.3074243"},{"key":"ref77","article-title":"Multi-class classification to track students academic outcome","author":"Jain","year":"2018"},{"key":"ref78","doi-asserted-by":"publisher","DOI":"10.1002\/cae.22042"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/6287639\/10005208\/09965398.pdf?arnumber=9965398","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,2,1]],"date-time":"2024-02-01T03:07:06Z","timestamp":1706756826000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9965398\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023]]},"references-count":78,"URL":"https:\/\/doi.org\/10.1109\/access.2022.3225404","relation":{},"ISSN":["2169-3536"],"issn-type":[{"value":"2169-3536","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023]]}}}