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Intell. Syst. Technol."],"published-print":{"date-parts":[[2019,5,31]]},"abstract":"<jats:p>Detecting abnormal behaviors of students in time and providing personalized intervention and guidance at the early stage is important in educational management. Academic performance prediction is an important building block to enabling this pre-intervention and guidance. Most of the previous studies are based on questionnaire surveys and self-reports, which suffer from small sample size and social desirability bias. In this article, we collect longitudinal behavioral data from the smart cards of 6,597 students and propose three major types of discriminative behavioral factors, diligence, orderliness, and sleep patterns. Empirical analysis demonstrates these behavioral factors are strongly correlated with academic performance. Furthermore, motivated by the social influence theory, we analyze the correlation between each student\u2019s academic performance with his\/her behaviorally similar students\u2019. Statistical tests indicate this correlation is significant. Based on these factors, we further build a multi-task predictive framework based on a learning-to-rank algorithm for academic performance prediction. This framework captures inter-semester correlation, inter-major correlation, and integrates student similarity to predict students\u2019 academic performance. The experiments on a large-scale real-world dataset show the effectiveness of our methods for predicting academic performance and the effectiveness of proposed behavioral factors.<\/jats:p>","DOI":"10.1145\/3299087","type":"journal-article","created":{"date-parts":[[2019,5,8]],"date-time":"2019-05-08T14:11:11Z","timestamp":1557324671000},"page":"1-21","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":67,"title":["Predicting Academic Performance for College Students"],"prefix":"10.1145","volume":"10","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-8691-9629","authenticated-orcid":false,"given":"Huaxiu","family":"Yao","sequence":"first","affiliation":[{"name":"University of Electronic Science and Technology of China, Chengdu, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Defu","family":"Lian","sequence":"additional","affiliation":[{"name":"University of Electronic Science and Technology of China, Chengdu, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yi","family":"Cao","sequence":"additional","affiliation":[{"name":"University of Electronic Science and Technology of China, Chengdu, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yifan","family":"Wu","sequence":"additional","affiliation":[{"name":"University of Electronic Science and Technology of China, Chengdu, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Tao","family":"Zhou","sequence":"additional","affiliation":[{"name":"University of Electronic Science and Technology of China, Chengdu, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"320","published-online":{"date-parts":[[2019,5,7]]},"reference":[{"key":"e_1_2_1_1_1","doi-asserted-by":"publisher","DOI":"10.1145\/2330601.2330666"},{"key":"e_1_2_1_2_1","doi-asserted-by":"publisher","DOI":"10.1111\/j.1744-6570.1991.tb00688.x"},{"key":"e_1_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.1098\/rsif.2018.0210"},{"key":"e_1_2_1_4_1","doi-asserted-by":"publisher","DOI":"10.1145\/2505515.2507832"},{"key":"e_1_2_1_5_1","doi-asserted-by":"publisher","DOI":"10.1145\/2939672.2939785"},{"key":"e_1_2_1_6_1","doi-asserted-by":"publisher","DOI":"10.1109\/TLT.2016.2616312"},{"key":"e_1_2_1_7_1","doi-asserted-by":"crossref","volume-title":"Mathematical Methods of Statistics (PMS-9)","author":"Cram\u00e9r Harald","DOI":"10.1515\/9781400883868"},{"key":"e_1_2_1_8_1","doi-asserted-by":"publisher","DOI":"10.3102\/0034654310362998"},{"key":"e_1_2_1_9_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.intell.2006.02.001"},{"key":"e_1_2_1_10_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.smrv.2009.10.004"},{"key":"e_1_2_1_11_1","volume-title":"Cortina","author":"Dudley Nicole M.","year":"2006"},{"key":"e_1_2_1_12_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICDMW.2015.174"},{"key":"e_1_2_1_13_1","volume-title":"Proeedings of the 6th International AAAI Conference on Weblogs and Social Media.","author":"Gao Huiji","year":"2012"},{"key":"e_1_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.3928\/15394492-20140714-01"},{"key":"e_1_2_1_15_1","doi-asserted-by":"publisher","DOI":"10.1016\/S0092-6566(03)00046-1"},{"key":"e_1_2_1_16_1","volume-title":"Proceedings of the 29th AAAI Conference on Artificial Intelligence.","author":"He Jiazhen","year":"2015"},{"key":"e_1_2_1_17_1","doi-asserted-by":"publisher","DOI":"10.1109\/FIE.2007.4417958"},{"key":"e_1_2_1_18_1","doi-asserted-by":"publisher","DOI":"10.1037\/0022-3514.93.2.298"},{"key":"e_1_2_1_19_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.compedu.2012.08.015"},{"key":"e_1_2_1_20_1","volume-title":"SVM-Rank: Support Vector Machine for Ranking","author":"Joachims Thorsten","year":"2009"},{"key":"e_1_2_1_21_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.paid.2006.08.001"},{"key":"e_1_2_1_22_1","doi-asserted-by":"publisher","DOI":"10.1109\/IJCNN.2016.7727598"},{"key":"e_1_2_1_23_1","doi-asserted-by":"publisher","DOI":"10.1038\/sj.ijo.0800808"},{"key":"e_1_2_1_24_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.smr.2016.10.006"},{"key":"e_1_2_1_25_1","doi-asserted-by":"publisher","DOI":"10.1037\/a0014996"},{"key":"e_1_2_1_27_1","doi-asserted-by":"crossref","unstructured":"Steven B. 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