{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,13]],"date-time":"2026-03-13T04:53:31Z","timestamp":1773377611286,"version":"3.50.1"},"reference-count":42,"publisher":"IEEE","license":[{"start":{"date-parts":[[2022,6,6]],"date-time":"2022-06-06T00:00:00Z","timestamp":1654473600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2022,6,6]],"date-time":"2022-06-06T00:00:00Z","timestamp":1654473600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/501100006733","name":"Commission on Higher Education","doi-asserted-by":"publisher","award":["IDIG"],"award-info":[{"award-number":["IDIG"]}],"id":[{"id":"10.13039\/501100006733","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2022,6,6]]},"DOI":"10.1109\/aiiot54504.2022.9817177","type":"proceedings-article","created":{"date-parts":[[2022,7,13]],"date-time":"2022-07-13T15:41:02Z","timestamp":1657726862000},"page":"039-045","source":"Crossref","is-referenced-by-count":6,"title":["Clustering and Classification Models For Student's Grit Detection in E-Learning"],"prefix":"10.1109","author":[{"given":"Renato R.","family":"Maaliw","sequence":"first","affiliation":[{"name":"College of Engineering Southern Luzon State University,Lucban,Quezon,Philippines"}]},{"given":"Karen Anne C.","family":"Quing","sequence":"additional","affiliation":[{"name":"College of Arts &#x0026; Sciences Southern Luzon State University,Lucban,Quezon,Philippines"}]},{"given":"Julie Ann B.","family":"Susa","sequence":"additional","affiliation":[{"name":"College of Engineering Southern Luzon State University,Lucban,Quezon,Philippines"}]},{"given":"Jed Frank S.","family":"Marqueses","sequence":"additional","affiliation":[{"name":"College of Arts &#x0026; Sciences Southern Luzon State University,Lucban,Quezon,Philippines"}]},{"given":"Ace C.","family":"Lagman","sequence":"additional","affiliation":[{"name":"FEU Institute of Technology,Information Technology Dept.,Manila,Philippines"}]},{"given":"Rossana T.","family":"Adao","sequence":"additional","affiliation":[{"name":"College of Computer Studies FEU Institute of Technology,Manila,Philippines"}]},{"given":"Ma. Corazon","family":"Fernando - Raguro","sequence":"additional","affiliation":[{"name":"FEU Institute of Technology,Information Technology Dept.,Manila,Philippines"}]},{"given":"Ranie B.","family":"Canlas","sequence":"additional","affiliation":[{"name":"College of Computer Studies Don Honorio Ventura State University,Bacolor,Pampanga,Philippines"}]}],"member":"263","reference":[{"key":"ref39","first-page":"21","article-title":"Grit and the information systems student: A discipline-specific examination of perseverance and passion for long term goals","volume":"16","author":"brooks","year":"2018","journal-title":"Information Systems Education Journal"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.5688\/ajpe81467"},{"key":"ref33","year":"0","journal-title":"Salaries allowances benefits and job classifications in the Philippines"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1213\/ANE.0000000000002864"},{"key":"ref31","article-title":"The reliability of the 12-item grit scale among crossfit participants","author":"cazayoux","year":"2018","journal-title":"European Journal of Physical Education and Sport"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2020.02.073"},{"key":"ref37","first-page":"33","article-title":"How does grit impact college students' academic achievement in science","volume":"4","author":"bazelais","year":"2017","journal-title":"European Journal of Mathematical Sciences"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1111\/bjep.12241"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1111\/modl.12738"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1073\/pnas.1803561115"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.17583\/ijep.2021.4578"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1007\/978-0-387-79061-9_1447"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1080\/00223890802634290"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1007\/s11162-018-9524-0"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.3389\/fpsyg.2018.01539"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1073\/pnas.1816934116"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1007\/s12144-018-0120-4"},{"key":"ref16","article-title":"A psychometric evaluation of the short grit scale","author":"gonzalez","year":"2019","journal-title":"European Journal of Psychological Assessment"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.3389\/fsurg.2021.690680"},{"key":"ref18","first-page":"146","article-title":"Classification of learning styles in virtual learning environment using J48 decision tree","author":"maaliw","year":"2017","journal-title":"Proceedings of the 14th International Conference on Cognition and Exploratory Learning in Digital Age"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/UEMCON53757.2021.9666645"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1037\/0022-3514.92.6.1087"},{"key":"ref28","article-title":"An overview of principal component analysis","author":"karamizadeh","year":"2020","journal-title":"Journal of Signal and Information Processing"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.5688\/ajpe6150"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/ICACCP.2019.8882943"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1353\/rhe.2017.0000"},{"key":"ref29","article-title":"Overfitting or perfect fitting? Risk bounds for classification and regression rules that interpolate","volume":"31","author":"belkin","year":"2018","journal-title":"Advances in neural information processing systems"},{"key":"ref5","doi-asserted-by":"crossref","first-page":"9980","DOI":"10.1073\/pnas.1803561115","article-title":"Why grit requires perseverance and passion to positively predict performance","volume":"115","author":"jachimowicz","year":"0","journal-title":"Proceedings of the National Academy of Sciences"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/CCWC54503.2022.9720783"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1007\/s41042-019-00020-9"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.4236\/psych.2018.915171"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1016\/j.cedpsych.2018.09.007"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1016\/j.chb.2016.10.009"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1007\/s10964-019-00998-0"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2020.114374"},{"key":"ref21","doi-asserted-by":"crossref","first-page":"139","DOI":"10.1016\/j.patrec.2017.08.019","article-title":"Dynamic time warping-based imputation for univariate time series data","volume":"139","author":"caillault","year":"2020","journal-title":"Pattern Recognition Letters"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1080\/02673843.2013.785440"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1016\/j.patrec.2018.12.010"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1590\/S0102-79722013000400022"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1145\/3068335"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1002\/widm.1298"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/DSAA49011.2020.00096"}],"event":{"name":"2022 IEEE World AI IoT Congress (AIIoT)","location":"Seattle, WA, USA","start":{"date-parts":[[2022,6,6]]},"end":{"date-parts":[[2022,6,9]]}},"container-title":["2022 IEEE World AI IoT Congress (AIIoT)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/9817098\/9817144\/09817177.pdf?arnumber=9817177","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,3,12]],"date-time":"2026-03-12T20:34:35Z","timestamp":1773347675000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9817177\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,6,6]]},"references-count":42,"URL":"https:\/\/doi.org\/10.1109\/aiiot54504.2022.9817177","relation":{},"subject":[],"published":{"date-parts":[[2022,6,6]]}}}