{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,8,24]],"date-time":"2025-08-24T00:01:02Z","timestamp":1755993662904,"version":"3.44.0"},"publisher-location":"New York, NY, USA","reference-count":33,"publisher":"ACM","license":[{"start":{"date-parts":[[2023,12,27]],"date-time":"2023-12-27T00:00:00Z","timestamp":1703635200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2023,12,27]]},"DOI":"10.1145\/3639479.3639492","type":"proceedings-article","created":{"date-parts":[[2024,2,28]],"date-time":"2024-02-28T07:55:51Z","timestamp":1709106951000},"page":"66-72","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["Ensuring Ethical, Transparent, and Auditable Use of Education Data and Algorithms on AutoML"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0009-0009-2317-1113","authenticated-orcid":false,"given":"Kylie","family":"Griep","sequence":"first","affiliation":[{"name":"Department of Computer Science, University of North Carolina Wilmington, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0008-2408-7442","authenticated-orcid":false,"given":"Leah","family":"Stone","sequence":"additional","affiliation":[{"name":"Master of Data Science Program, University of North Carolina Wilmington, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0006-6822-4176","authenticated-orcid":false,"given":"Stephen","family":"Edwards","sequence":"additional","affiliation":[{"name":"Master of Data Science Program, University of North Carolina Wilmington, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0006-5422-6031","authenticated-orcid":false,"given":"Malik","family":"Hill","sequence":"additional","affiliation":[{"name":"Master of Data Science Program, University of North Carolina Wilmington, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3443-9583","authenticated-orcid":false,"given":"Jialin","family":"Cui","sequence":"additional","affiliation":[{"name":"Department of Computer Science, NC State University, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0004-6580-7865","authenticated-orcid":false,"given":"Chengyuan","family":"Liu","sequence":"additional","affiliation":[{"name":"Department of Computer Science, NC State University, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5716-0019","authenticated-orcid":false,"given":"Qinjin","family":"Jia","sequence":"additional","affiliation":[{"name":"Department of Computer Science, NC State University, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5297-3072","authenticated-orcid":false,"given":"Yang","family":"Song","sequence":"additional","affiliation":[{"name":"Department of Computer Science, University of North Carolina Wilmington, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2024,2,28]]},"reference":[{"key":"e_1_3_2_1_1_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.artmed.2020.101822"},{"key":"e_1_3_2_1_2_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-05318-5"},{"key":"e_1_3_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-16-5792-4_3"},{"key":"e_1_3_2_1_4_1","doi-asserted-by":"publisher","DOI":"10.1007\/s12528-021-09279-x"},{"key":"e_1_3_2_1_5_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2011.5995347"},{"key":"e_1_3_2_1_6_1","first-page":"4691","article-title":"Algorithmic Bias in Autonomous Systems","author":"Danks D.","year":"2017","unstructured":"D. Danks and A. J. London, \u201cAlgorithmic Bias in Autonomous Systems.,\u201d in Ijcai, 2017, pp. 4691\u20134697.","journal-title":"Ijcai"},{"key":"e_1_3_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.1111\/1468-0009.12545"},{"key":"e_1_3_2_1_8_1","doi-asserted-by":"publisher","DOI":"10.3390\/app10010090"},{"key":"e_1_3_2_1_9_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2006.04.005"},{"key":"e_1_3_2_1_10_1","volume-title":"ArXiv Prepr. ArXiv160402416","author":"Khajah M.","year":"2016","unstructured":"M. Khajah, R. V. Lindsey, and M. C. Mozer, \u201cHow deep is knowledge tracing?,\u201d ArXiv Prepr. ArXiv160402416, 2016."},{"key":"e_1_3_2_1_11_1","volume-title":"ArXiv Prepr. ArXiv211100083","author":"Helali M.","year":"2021","unstructured":"M. Helali, E. Mansour, I. Abdelaziz, J. Dolby, and K. Srinivas, \u201cA scalable AutoML approach based on graph neural networks,\u201d ArXiv Prepr. ArXiv211100083, 2021."},{"issue":"2","key":"e_1_3_2_1_12_1","first-page":"55","article-title":"AutoML feature engineering for student modeling yields high accuracy, but limited interpretability","volume":"13","author":"Bosch N.","year":"2021","unstructured":"N. Bosch, \u201cAutoML feature engineering for student modeling yields high accuracy, but limited interpretability,\u201d J. Educ. Data Min., vol. 13, no. 2, pp. 55\u201379, 2021.","journal-title":"J. Educ. Data Min."},{"key":"e_1_3_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.3390\/computers11060097"},{"key":"e_1_3_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/W19-4401"},{"key":"e_1_3_2_1_15_1","volume-title":"ArXiv Prepr. ArXiv160905807","author":"Kleinberg J.","year":"2016","unstructured":"J. Kleinberg, S. Mullainathan, and M. Raghavan, \u201cInherent trade-offs in the fair determination of risk scores,\u201d ArXiv Prepr. ArXiv160905807, 2016."},{"key":"e_1_3_2_1_16_1","doi-asserted-by":"publisher","DOI":"10.1177\/0049124118782533"},{"key":"e_1_3_2_1_17_1","volume-title":"Int. Educ. Data Min. Soc.","author":"Hu Q.","year":"2020","unstructured":"Q. Hu and H. Rangwala, \u201cTowards Fair Educational Data Mining: A Case Study on Detecting At-Risk Students.,\u201d Int. Educ. Data Min. Soc., 2020."},{"key":"e_1_3_2_1_18_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICDM50108.2020.00027"},{"key":"e_1_3_2_1_19_1","doi-asserted-by":"publisher","DOI":"10.1145\/3616865"},{"key":"e_1_3_2_1_20_1","unstructured":"fairlearn \u201cCommon fairness metrics.\u201d [Online]. Available: https:\/\/fairlearn.org\/main\/user_guide\/assessment\/common_fairness_metrics.html"},{"key":"e_1_3_2_1_21_1","volume-title":"Using data mining to predict secondary school student performance","author":"Cortez P.","year":"2008","unstructured":"P. Cortez and A. M. G. Silva, \u201cUsing data mining to predict secondary school student performance,\u201d 2008."},{"key":"e_1_3_2_1_22_1","doi-asserted-by":"publisher","DOI":"10.1038\/sdata.2017.171"},{"key":"e_1_3_2_1_23_1","doi-asserted-by":"publisher","DOI":"10.1136\/jech.2003.013011"},{"key":"e_1_3_2_1_24_1","doi-asserted-by":"publisher","DOI":"10.5555\/3586589.3586850"},{"key":"e_1_3_2_1_25_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICAITPR51569.2022.9844176"},{"key":"e_1_3_2_1_26_1","doi-asserted-by":"publisher","DOI":"10.1145\/3292500.3330648"},{"key":"e_1_3_2_1_27_1","unstructured":"U. R. Pol and T. U. Sawant \u201cAutoml: Building An Classfication Model With Pycaret\u201d."},{"key":"e_1_3_2_1_28_1","unstructured":"\u201c11.1. pickle \u2014 Python object serialization \u2014 Python 2.7.18 documentation.\u201c Accessed: May 22 2023. [Online]. Available: https:\/\/docs.python.org\/2\/library\/pickle.html"},{"key":"e_1_3_2_1_29_1","first-page":"671","article-title":"Big data's disparate impact","author":"Barocas S.","year":"2016","unstructured":"S. Barocas and A. D. Selbst, \u201cBig data's disparate impact,\u201d Calif. Law Rev., pp. 671\u2013732, 2016.","journal-title":"Calif. Law Rev."},{"key":"e_1_3_2_1_30_1","doi-asserted-by":"publisher","DOI":"10.1002\/widm.1452"},{"key":"e_1_3_2_1_31_1","doi-asserted-by":"publisher","DOI":"10.1080\/10668926.2022.2043202"},{"key":"e_1_3_2_1_32_1","volume-title":"Accessed","author":"Bahan Pal J.","year":"2023","unstructured":"J. Bahan Pal, \u201cColabTricks.\u201d Accessed: May 22, 2023. [Online]. Available: https:\/\/jimut123.github.io\/blogs\/ML\/ColabTricks.html"},{"key":"e_1_3_2_1_33_1","first-page":"255","volume-title":"Artificial Intelligence in Education: 23rd International Conference, AIED 2022, Durham, UK, July 27\u201331, 2022, Proceedings, Part I","author":"Fenu G.","year":"2022","unstructured":"G. Fenu, R. Galici, and M. Marras, \u201cExperts\u2019 View on Challenges and Needs for Fairness in Artificial Intelligence for Education,\u201d in Artificial Intelligence in Education: 23rd International Conference, AIED 2022, Durham, UK, July 27\u201331, 2022, Proceedings, Part I, Springer, 2022, pp. 243\u2013255."}],"event":{"name":"MLNLP 2023: 2023 6th International Conference on Machine Learning and Natural Language Processing","acronym":"MLNLP 2023","location":"Sanya China"},"container-title":["Proceedings of the 2023 6th International Conference on Machine Learning and Natural Language Processing"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3639479.3639492","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3639479.3639492","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,8,22]],"date-time":"2025-08-22T23:53:27Z","timestamp":1755906807000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3639479.3639492"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,12,27]]},"references-count":33,"alternative-id":["10.1145\/3639479.3639492","10.1145\/3639479"],"URL":"https:\/\/doi.org\/10.1145\/3639479.3639492","relation":{},"subject":[],"published":{"date-parts":[[2023,12,27]]},"assertion":[{"value":"2024-02-28","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}