{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,28]],"date-time":"2026-03-28T18:05:58Z","timestamp":1774721158123,"version":"3.50.1"},"reference-count":28,"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\/"}],"funder":[{"DOI":"10.13039\/501100012521","name":"Universitas Gadjah Mada","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100012521","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2023]]},"DOI":"10.1109\/access.2023.3246122","type":"journal-article","created":{"date-parts":[[2023,2,16]],"date-time":"2023-02-16T23:07:44Z","timestamp":1676588864000},"page":"18960-18971","source":"Crossref","is-referenced-by-count":31,"title":["Transformer Encoder Model for Sequential Prediction of Student Performance Based on Their Log Activities"],"prefix":"10.1109","volume":"11","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-1705-3232","authenticated-orcid":false,"given":"Sri Suning","family":"Kusumawardani","sequence":"first","affiliation":[{"name":"Department of Electrical and Information Engineering, Universitas Gadjah Mada, Yogyakarta, Indonesia"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8558-898X","authenticated-orcid":false,"given":"Syukron Abu Ishaq","family":"Alfarozi","sequence":"additional","affiliation":[{"name":"Department of Electrical and Information Engineering, Universitas Gadjah Mada, Yogyakarta, Indonesia"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.2399\/yod.17.001"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.2992869"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1145\/1595496.1562972"},{"key":"ref4","first-page":"139","article-title":"Does time matter? Modeling the effect of time with Bayesian knowledge tracing","volume-title":"IEDM Tech. Dig.","author":"Qiu"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.4018\/IJSSMET.2020070104"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1016\/j.chb.2019.106189"},{"key":"ref7","first-page":"1","article-title":"Machine learning approaches for learning analytics: Collaborative filtering or regression with experts","volume-title":"Proc. NIPS","author":"Lee"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.7551\/mitpress\/12832.003.0015"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1146\/annurev-bioeng071516-044442"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2019.2952465"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.3390\/math8101799"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1145\/3386527.3405945"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/MIS.2020.3006961"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1002\/int.22129"},{"key":"ref15","article-title":"Attention is all you need","author":"Vaswani","year":"2017","journal-title":"arXiv:1706.03762"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1038\/sdata.2017.171"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.3390\/info11100474"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-47392-1_20"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/CEC.2018.8477770"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/ICALT.2018.00052"},{"key":"ref21","first-page":"219","article-title":"Student success prediction and the trade-off between big data and data minimization","volume-title":"DeLFI 2018: Die 16. E-Learning Fachtagung Informatik","author":"Heuer","year":"2018"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1016\/j.compedu.2019.04.001"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1155\/2018\/6347186"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1145\/3448139.3448188"},{"key":"ref25","article-title":"BERT: Pre-training of deep bidirectional transformers for language understanding","author":"Devlin","year":"2018","journal-title":"arXiv:1810.04805"},{"key":"ref26","first-page":"8024","article-title":"PyTorch: An imperative style, high-performance deep learning library","volume-title":"Advances in Neural Information Processing Systems","volume":"32","author":"Paszke","year":"2019"},{"key":"ref27","article-title":"Adam: A method for stochastic optimization","author":"Kingma","year":"2014","journal-title":"arXiv:1412.6980"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1117\/12.2520589"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/6287639\/10005208\/10047866.pdf?arnumber=10047866","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,3,14]],"date-time":"2024-03-14T06:22:04Z","timestamp":1710397324000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10047866\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023]]},"references-count":28,"URL":"https:\/\/doi.org\/10.1109\/access.2023.3246122","relation":{},"ISSN":["2169-3536"],"issn-type":[{"value":"2169-3536","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023]]}}}