{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,26]],"date-time":"2025-10-26T21:16:28Z","timestamp":1761513388845},"publisher-location":"Cham","reference-count":20,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319038438"},{"type":"electronic","value":"9783319038445"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2013]]},"DOI":"10.1007\/978-3-319-03844-5_54","type":"book-chapter","created":{"date-parts":[[2013,12,16]],"date-time":"2013-12-16T02:56:24Z","timestamp":1387162584000},"page":"541-552","source":"Crossref","is-referenced-by-count":8,"title":["Mining for Marks: A Comparison of Classification Algorithms when Predicting Academic Performance to Identify \u201cStudents at Risk\u201d"],"prefix":"10.1007","author":[{"given":"Lebogang","family":"Mashiloane","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mike","family":"Mchunu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","reference":[{"unstructured":"Bhullar, M.S., Kaur, A.: Use of Data Mining in Education Sector. Lecture Notes in Engineering and Computer Science, vol.\u00a02200, pp. 513\u2013516 (2012)","key":"54_CR1"},{"issue":"3","key":"54_CR2","doi-asserted-by":"crossref","first-page":"263","DOI":"10.1145\/3166.3167","volume":"28","author":"D. F. Butcher","year":"1985","unstructured":"Butcher, D.F., Muth, W.A.: Perdicting performance in an introductory computer science course. ACM\u00a028(3) (1985)","journal-title":"Communications of the ACM"},{"issue":"11","key":"54_CR3","doi-asserted-by":"publisher","first-page":"1108","DOI":"10.1145\/1968.358288","volume":"27","author":"P. Campbell","year":"1984","unstructured":"Campbell, P., McCabe, G.: Predicting the success of freshmen in a computer science major. Commun. ACM\u00a027(11), 1108\u20131113 (1984), http:\/\/doi.acm.org\/10.1145\/1968.358288","journal-title":"Commun. ACM"},{"unstructured":"Chandra, E., Nandhini, K.: Predicting student performance using classification techniques. In: Proceedings of SPIT-IEEE Clloquium and International Conference","key":"54_CR4"},{"issue":"1","key":"54_CR5","doi-asserted-by":"crossref","first-page":"31","DOI":"10.15388\/infedu.2008.03","volume":"7","author":"N. Delavari","year":"2008","unstructured":"Delavari, N., Phon-Amnuaisuk, S., Beikzadeh, M.: Data mining application in higher learning institutions. International Journal of Informatics in Education\u00a07(1), 31\u201354 (2008)","journal-title":"International Journal of Informatics in Education"},{"unstructured":"Durant, K.T., Smith, M.D.: Predicting unix commands using decision tables and decision trees. In: Proceedings of the Third International Conference on Data Mining, pp. 427\u2013436 (September 2004)","key":"54_CR6"},{"unstructured":"Fraser, W.J., Killen, R.: Factors influencing academic success or failure of first-year and senior university students: do education students and lecturers perceive things differently. South African Journal of Education\u00a023(4), 254\u2013260","key":"54_CR7"},{"unstructured":"Garcia-Saiz, D., Zorrilla, M.: Comparing classification methods for predicting distance students performance. In: JMLR: Workshop and Conference Proceedings 17, 2nd Workshop on Applications of Pattern Analysis 2011, pp. 26\u201332 (2011)","key":"54_CR8"},{"issue":"3","key":"54_CR9","first-page":"29","volume":"2","author":"V. Kumar","year":"2011","unstructured":"Kumar, V., Rathee, N.: Knowledge discovery from database using an integration of clustering and classification. IJACSA - International Journal of Advanced Computer Science and Applications\u00a02(3), 29\u201333 (2011)","journal-title":"IJACSA - International Journal of Advanced Computer Science and Applications"},{"key":"54_CR10","first-page":"686","volume":"2","author":"U.K. Panday","year":"2011","unstructured":"Panday, U.K., Pal, S.: Data Mining: A prediction of performer or underperformer using classification. International Journal of Computer Science and Information Technologies\u00a02, 686\u2013690 (2011)","journal-title":"International Journal of Computer Science and Information Technologies"},{"issue":"1","key":"54_CR11","doi-asserted-by":"publisher","first-page":"159","DOI":"10.2307\/2529310","volume":"33","author":"J.R. Landis","year":"1977","unstructured":"Landis, J.R., Koch, G.G.: The measurement of observer agreement for categorical data. Biometrics\u00a033(1), 159\u2013174 (1977), http:\/\/www.jstor.org\/stable\/2529310","journal-title":"Biometrics"},{"doi-asserted-by":"crossref","unstructured":"Naik, N., Purohit, S.: Article: Prediction of final result and placement of students using classification algorithm. International Journal of Computer Applications\u00a056(12), 35\u201340 (2012), published by Foundation of Computer Science, New York, USA","key":"54_CR12","DOI":"10.5120\/8945-3111"},{"unstructured":"O\u2019Byrne, J., Britton, S., George, A., Franklin, S., Frey, A.: Using academic predictors to identify first year science students at risk of failing. CAL-laborate International\u00a017 (2009)","key":"54_CR13"},{"unstructured":"Osmanbegovi\u0107, E., Sulji\u0107, M.: Data mining approach for predicting student performance. Economic Review\u00a010(1) (2012)","key":"54_CR14"},{"unstructured":"Riesenfeld, R.: Bayes\u2019 Theorem (2011), http:\/\/www.eng.utah.edu\/~cs5961\/Resources\/bayes.pdf","key":"54_CR15"},{"doi-asserted-by":"crossref","unstructured":"Rauchas, S., Rosman, B., Konidaris, G.: Language performance at high school and success in first year computer science. SIGCSE 2006 (2006)","key":"54_CR16","DOI":"10.1145\/1121341.1121467"},{"unstructured":"Obsivac, T., Popelinsky, L., Bydzovska, J.B.J.G.,, H.: Predicting drop-out from social behaviour of students, p. 103","key":"54_CR17"},{"doi-asserted-by":"crossref","unstructured":"Turner, E.H., Turner, R.M.: Teaching entering students to think like computer scientists. SIGCSE (2005)","key":"54_CR18","DOI":"10.1145\/1047344.1047451"},{"unstructured":"Wimshurst, K.J., Wortley, R.K.: Academic success and failure: Student characteristics and broader implications for research in higher education. In: Effective Teaching and Learning. Griffith Institute for Higher Education (2005)","key":"54_CR19"},{"issue":"2","key":"54_CR20","first-page":"51","volume":"2","author":"S. Yadav","year":"2012","unstructured":"Yadav, S., Pal, S.: Data mining: A prediction for performance improvement of engineering students using classification. World of Computer Science and Information Technology Journal (WCSIT)\u00a02(2), 51\u201356 (2012)","journal-title":"World of Computer Science and Information Technology Journal (WCSIT)"}],"container-title":["Lecture Notes in Computer Science","Mining Intelligence and Knowledge Exploration"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-03844-5_54","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,8,12]],"date-time":"2020-08-12T04:21:03Z","timestamp":1597206063000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-03844-5_54"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2013]]},"ISBN":["9783319038438","9783319038445"],"references-count":20,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-03844-5_54","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2013]]}}}