{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,4]],"date-time":"2026-02-04T19:29:56Z","timestamp":1770233396204,"version":"3.49.0"},"reference-count":73,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2022,1,1]],"date-time":"2022-01-01T00:00:00Z","timestamp":1640995200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/legalcode"}],"funder":[{"name":"Ministry of Research, Innovation and Digitization, CNCS\/CCCDI\u2013UEFISCDI, within PNCDI III","award":["PN-III-P4-ID-PCE-2020-0800"],"award-info":[{"award-number":["PN-III-P4-ID-PCE-2020-0800"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2022]]},"DOI":"10.1109\/access.2022.3195531","type":"journal-article","created":{"date-parts":[[2022,8,5]],"date-time":"2022-08-05T00:26:09Z","timestamp":1659659169000},"page":"80651-80666","source":"Crossref","is-referenced-by-count":14,"title":["<i>IntelliDaM<\/i>: A Machine Learning-Based Framework for Enhancing the Performance of Decision-Making Processes. A Case Study for Educational Data Mining"],"prefix":"10.1109","volume":"10","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-7852-681X","authenticated-orcid":false,"given":"Gabriela","family":"Czibula","sequence":"first","affiliation":[{"name":"Department of Computer Science, Babe&#x015E;-Bolyai University, Cluj-Napoca, Romania"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"George","family":"Ciubotariu","sequence":"additional","affiliation":[{"name":"Department of Computer Science, Babe&#x015E;-Bolyai University, Cluj-Napoca, Romania"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mariana-Ioana","family":"Maier","sequence":"additional","affiliation":[{"name":"Department of Computer Science, Babe&#x015E;-Bolyai University, Cluj-Napoca, Romania"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1934-6274","authenticated-orcid":false,"given":"Hannelore","family":"Lisei","sequence":"additional","affiliation":[{"name":"Department of Mathematics, Babe&#x015E;-Bolyai University, Cluj-Napoca, Romania"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2022.3170888"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2022.3176865"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2020.114070"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-01421-6_8"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/ICCP48234.2019.8959777"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.3390\/math9141653"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1016\/j.asoc.2014.01.026"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/SYNASC.2017.00046"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/ICCP.2008.4648364"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/CANS.2008.28"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/SACI49304.2020.9118783"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-87156-7_6"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2019.09.156"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.17977\/um047v27i12020p042"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.2988510"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1007\/s10639-021-10523-1"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.3390\/suI22410367"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1002\/widm.1230"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1016\/j.sbspro.2013.10.240"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1186\/s40165-014-0010-2"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.2981905"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1016\/j.heliyon.2019.e01250"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.3389\/fpsyg.2021.698490"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1016\/j.chb.2018.06.032"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1016\/j.compeleceng.2020.106903"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.25077\/jitce.4.01.10-15.2020"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.2139\/ssrn.3565874"},{"key":"ref28","first-page":"592","article-title":"Dynamic knowledge modeling with heterogeneous activities for adaptive textbooks","volume-title":"Proc. 11th Int. Conf. Educ. Data Mining","author":"Thaker"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1145\/2787622.2787717"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1016\/j.compedu.2019.103676"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.3390\/app112411845"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1177\/0735633117753364"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1088\/1757-899x\/1055\/1\/012122"},{"issue":"2","key":"ref34","doi-asserted-by":"crossref","first-page":"9","DOI":"10.37698\/ashrej.v2i2.31","article-title":"Online-learning and students\u2019 motivation: A research study on the effect of online learning on students\u2019 motivation in IAIN padangsidimpuan","volume":"2","author":"Minda","year":"2020","journal-title":"Asian Social Sci. Humanities Res. J. (ASHREJ)"},{"issue":"5","key":"ref35","first-page":"2278","article-title":"Analysis and mining of educational data for predicting the performance of students","volume":"4","author":"Pal","year":"2013","journal-title":"Int. J. Electron. Commun. Comput. Eng."},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.5815\/ijisa.2015.09.03"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1515\/cait-2017-0024"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1007\/s11162-019-09546-y"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-29551-6_25"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.5772\/intechopen.91449"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1155\/2020\/4761468"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1088\/1757-899x\/928\/3\/032019"},{"key":"ref43","article-title":"Machine learning based student grade prediction: A case study","author":"Iqbal","year":"2017","journal-title":"arXiv:1708.08744"},{"key":"ref44","first-page":"1","article-title":"A comparison of student skill knowledge estimates","volume-title":"Proc. 2nd Int. Conf. Educ. Data Mining Educ. Data Mining (EDM)","author":"Ayers"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1109\/ICTEE.2012.6208617"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.7763\/IJIEE.2015.V5.513"},{"issue":"1","key":"ref47","first-page":"111","article-title":"Utilization of a self organizing map as a tool to study and predict the success of engineering students at Walailak university","volume":"5","author":"Kurdthongmee","year":"2008","journal-title":"Walailak J. Sci. Technol."},{"issue":"9","key":"ref48","first-page":"115","article-title":"Self organizing map (SOM) based modelling technique for student academic performance prediction","volume":"3","author":"Saxena","year":"2017","journal-title":"Int. J. Future Revolution Comput. Sci. Commun. Eng."},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.24193\/subbi.2019.2.03"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1109\/SACI49304.2020.9118835"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.24846\/v30i4y202103"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.3390\/math9222870"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1155\/2021\/4513610"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1088\/1742-6596\/1553\/1\/012027"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1155\/2017\/9720396"},{"key":"ref56","volume-title":"European Erasmus Conversion Table for Trinity Students Returning From Study Abroad","author":"Dublin","year":"2017"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1007\/978-0-387-32833-1"},{"key":"ref58","volume-title":"Statistics at Square One","author":"Campbell","year":"2002"},{"key":"ref59","first-page":"129","article-title":"The feature selection problem: Traditional methods and a new algorithm","volume-title":"Proc. 10th Nat. Conf. Artif. Intell.","author":"Kira"},{"issue":"1","key":"ref60","doi-asserted-by":"crossref","first-page":"39","DOI":"10.1023\/A:1008280620621","article-title":"Overcoming the myopia of inductive learning algorithms with RELIEFF","volume":"7","author":"Kononenko","year":"1997","journal-title":"Appl. Intell."},{"key":"ref61","article-title":"Benchmarking relief-based feature selection methods for bioinformatics data mining","author":"Urbanowicz","year":"2017","journal-title":"arXiv:1711.08477"},{"key":"ref62","first-page":"2579","article-title":"Visualizing data using t-SNE","volume":"9","author":"van der Maaten","year":"2008","journal-title":"J. Mach. Learn. Res."},{"key":"ref63","article-title":"UMAP: Uniform manifold approximation and projection for dimension reduction","author":"McInnes","year":"2018","journal-title":"arXiv:1802.03426"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.3390\/math6110230"},{"key":"ref65","first-page":"410","article-title":"V-measure: A conditional entropy-based external cluster evaluation measure","volume-title":"Proc. EMNLP-CoNLL Joint Conf. Empirical Methods Natural Language Process. Comput. Natural Language Learn.","author":"Rosenberg"},{"key":"ref66","volume-title":"Deep Learning","author":"Goodfellow","year":"2016"},{"issue":"10","key":"ref67","first-page":"2825","article-title":"Scikit-learn: Machine learning in Python","volume":"12","author":"Pedregosa","year":"2012","journal-title":"J. Mach. Learn. Res."},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijforecast.2006.03.001"},{"key":"ref69","doi-asserted-by":"publisher","DOI":"10.3390\/app11010125"},{"key":"ref70","first-page":"741","article-title":"Non-linear correspondence analysis in text retrieval: A kernel view","volume-title":"Proc. JADT 8es Journees Internationales d\u2019Analyse Statistique des Donnees Textuelles","author":"Picca"},{"key":"ref71","volume-title":"Intelli-DaM","author":"Ciubotariu","year":"2022"},{"key":"ref72","doi-asserted-by":"publisher","DOI":"10.1016\/B978-0-08-102939-8.00015-3"},{"key":"ref73","volume-title":"Online Web Statistical Calculators","year":"2022"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/6287639\/9668973\/09846972.pdf?arnumber=9846972","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,3,2]],"date-time":"2024-03-02T04:03:15Z","timestamp":1709352195000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9846972\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022]]},"references-count":73,"URL":"https:\/\/doi.org\/10.1109\/access.2022.3195531","relation":{},"ISSN":["2169-3536"],"issn-type":[{"value":"2169-3536","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022]]}}}