{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,13]],"date-time":"2026-04-13T15:09:08Z","timestamp":1776092948608,"version":"3.50.1"},"reference-count":45,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/501100000923","name":"Australian Research Council","doi-asserted-by":"publisher","award":["DP200101210"],"award-info":[{"award-number":["DP200101210"]}],"id":[{"id":"10.13039\/501100000923","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Postgraduate Research Scholarship of the University of South Australia"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Learning Technol."],"published-print":{"date-parts":[[2024]]},"DOI":"10.1109\/tlt.2024.3351352","type":"journal-article","created":{"date-parts":[[2024,1,9]],"date-time":"2024-01-09T20:28:25Z","timestamp":1704832105000},"page":"1007-1020","source":"Crossref","is-referenced-by-count":6,"title":["When the Past != The Future: Assessing the Impact of Dataset Drift on the Fairness of Learning Analytics Models"],"prefix":"10.1109","volume":"17","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-5723-2564","authenticated-orcid":false,"given":"Oscar Blessed","family":"Deho","sequence":"first","affiliation":[{"name":"UniSA STEM, University of South Australia, Adelaide, SA, Australia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2843-5738","authenticated-orcid":false,"given":"Lin","family":"Liu","sequence":"additional","affiliation":[{"name":"UniSA STEM, University of South Australia, Adelaide, SA, Australia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9023-1878","authenticated-orcid":false,"given":"Jiuyong","family":"Li","sequence":"additional","affiliation":[{"name":"UniSA STEM, University of South Australia, Adelaide, SA, Australia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0794-0404","authenticated-orcid":false,"given":"Jixue","family":"Liu","sequence":"additional","affiliation":[{"name":"UniSA STEM, University of South Australia, Adelaide, SA, Australia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4794-8339","authenticated-orcid":false,"given":"Chen","family":"Zhan","sequence":"additional","affiliation":[{"name":"Centre for Change and Complexity in Learning (C3L), University of South Australia, Adelaide, SA, Australia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6999-3547","authenticated-orcid":false,"given":"Srecko","family":"Joksimovic","sequence":"additional","affiliation":[{"name":"UniSA Education Futures, University of South Australia, Adelaide, SA, Australia"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1177\/0002764213498851"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1145\/3027385.3027449"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2011.06.019"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1080\/02602938.2021.2024793"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1145\/3524458.3547232"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1007\/s10115-008-0139-1"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-68825-9_2"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1007\/s40593-021-00285-9"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/TLT.2022.3226474"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1145\/3430895.3460139"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.4324\/9780429329067-10"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1145\/3303772.3303791"},{"key":"ref13","first-page":"3315","article-title":"Equality of opportunity in supervised learning","volume-title":"Proc. Adv. Neur. Info. Sys. Conf. Proc.","author":"Hardt","year":"2016"},{"key":"ref14","article-title":"Evaluation of fairness trade-offs in predicting student success","author":"Lee","year":"2020"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/ICDM50108.2020.00027"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v35i11.17135"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-27615-7_20"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1145\/3531146.3533211"},{"issue":"2","key":"ref19","first-page":"1","article-title":"Prediction of students performance in e-learning environment using random forest","volume":"7","author":"Abubakar","year":"2017","journal-title":"Int. J. Innov. Comput."},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4614-6849-3_18"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1145\/3170358.3170395"},{"key":"ref22","first-page":"56","article-title":"Empirical validation of retail credit-scoring models","volume":"87","author":"Karakoulas","year":"2004","journal-title":"RMA J."},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/TIT.2003.813506"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2010.09.018"},{"key":"ref25","first-page":"122","article-title":"Improving classification under changes in class and within-class distributions","volume-title":"Proc. Int. Work-Conf. Artif. Neural Net.","author":"Alaiz-Rodrguez","year":"2009"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-33486-3_3"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1145\/3278721.3278779"},{"key":"ref28","first-page":"431","article-title":"Towards fair educational data mining: A case study on detecting at-risk students","volume-title":"Proc. 13th Int. Conf. Edu. Data. Min Conf.","author":"Hu","year":"2020"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-93736-2_46"},{"key":"ref30","article-title":"Context matters for fairnessA case study on the effect of spatial distribution shifts,","author":"Ghodsi","year":"2022"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1145\/3448139.3448190"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-93736-2_43"},{"key":"ref33","first-page":"398","article-title":"Evaluating gaming detector model robustness over time","volume-title":"Proc. Int. Conf. Educ Data Mining","author":"Levin","year":"2022"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1145\/3448139.3448154"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1111\/bjet.12156"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-19773-9_6"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.18608\/jla.2014.11.3"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1145\/3152714"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1145\/3593013.3594107"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1145\/2090236.2090255"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1080\/00401706.1986.10488093"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1111\/bjet.13217"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1021\/ci0342472"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1145\/3366424.3383558"},{"key":"ref45","first-page":"2564","article-title":"Preventing fairness gerrymandering: Auditing and learning for subgroup fairness","volume-title":"Proc. Int. Conf. Mach. Learn.","author":"Kearns","year":"2018"}],"container-title":["IEEE Transactions on Learning Technologies"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/4620076\/10376229\/10384787.pdf?arnumber=10384787","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,2,1]],"date-time":"2024-02-01T10:47:22Z","timestamp":1706784442000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10384787\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024]]},"references-count":45,"URL":"https:\/\/doi.org\/10.1109\/tlt.2024.3351352","relation":{},"ISSN":["1939-1382","2372-0050"],"issn-type":[{"value":"1939-1382","type":"electronic"},{"value":"2372-0050","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024]]}}}