Research Topics on Educational Data Mining in MOOCS
DOI:
https://doi.org/10.31686/ijier.vol8.iss7.2481Keywords:
MOOCS, Educational Data Mining, Systematic MappingAbstract
Educational Data Mining Techniques have been widely used in MOOC environments to conduct different educational analyzes. In this context, a systematic mapping was conducted in five databases in order to verify which aspects of studies are inherent to the use of Educational Data Mining in MOOCs. The search comprised the period from 2015 to 2019, and 253 searches were found, out of this total, 133 studies were selected. The results revealed that studies on performance analysis, behavior analysis, forum analysis and implementation of recommendation systems are the most frequent themes.
References
Zheng, Saijing; Wisniewski, Pamela; Rosson, Mary Beth; Carroll, John M. Ask the Instructors: Motivations and Challenges of Teaching Massive Open Online Courses. Proceeding CSCW '16. Proceedings of the 19th ACM Conference on ComputerSupported Cooperative Work & Social Computing. Page 206-221. 2016. DOI: https://doi.org/10.1145/2818048.2820082
BUTCHER, N. 2014. Technologies in Higher Education: mapping the terrain. New York: Unesco, 2014. Disponível em: iite.unesco.org/pics/publications/en/files/3214737.pdf. Access 2020/06/16.
MACKNESS, Jenny, Sui Mak, and Roy Williams. 2010. "The Ideals and Reality of Participating in a MOOC." In Proceedings of the 7th International Conference on Networked Learning, edited by Lone Dirckinck-Holmfeld, Vivien Hodgson, Chris Jones, Maarten de Laat, David McConnell, and Thomas Ryberg, 266–275. Lancaster: University of Lancaster, 2010.
COMIER, D., Stewart, B., Siemens G. and MacAuley A. What is a MOOC? http://www.youtube.com/ watch?v=eW3gMGqcZQc, 2010.
LEE, Y. Using Self-Organizing Map and Clustering to Investigate Problem Solving Patterns in the Massive Open Online Course: An Exploratory Study. Journal of Educational Computing, p. 1–20, 2018. DOI: https://doi.org/10.1177/0735633117753364
ROMERO, C., VENTURA, S. "Educational data science in massive open online courses," Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery, vol. 7, no.1, September 2016. DOI: https://doi.org/10.1002/widm.1187
HE, J.; BAILEY, J.; RUBINSTEIN, B. I. P.; ZHANG, R. Identifying At-Risk Students in Massive Open Online Courses. Proceedings of the Twenty-Ninth AAAI Conference on Artificial Intelligence, p. 1749–1755, 2015. DOI: https://doi.org/10.1609/aaai.v29i1.9471
LU, X.; WANG, S.; HUANG, J.; CHEN, W.; YAN, Z. What Decides the Dropout in MOOCs? In: DATABASE Systems for Advanced Applications. Cham: Springer International Publishing, 2017. p. 316–327. DOI: https://doi.org/10.1007/978-3-319-55705-2_25
PURSEL, B.; ZHANG, L.; JABLOKOW, K.; CHOI, G.; VELEGOL, D. Understanding MOOC students: motivations and behaviours indicative of MOOC completion. Journal of Computer Assisted Learning, v. 32, n. 3, p. 202–217, 2016. DOI: https://doi.org/10.1111/jcal.12131
ROMERO, C.; VENTURA, S. Educational Data Mining: A Review of the state of the art. IEEE Transactions Systems, Man, and Cybernetics, Part C: Applications and Reviews. v. 40, n. 6, p. 601-618, 2010. DOI: https://doi.org/10.1109/TSMCC.2010.2053532
ROMERO, C.; VENTURA, S. Data mining in education. Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery, v. 3, n. 1, p. 12-27, 2013. DOI: https://doi.org/10.1002/widm.1075
GOLDSCHMIDT, R.; PASSOS, E; BEZERRA, E. Data mining: conceitos, técnicas, algoritmos, orientações e aplicações. Rio de Janeiro: Elsevier, 2015.
BAKER, R. S. J.; ISOTANI, S.; DE CARVALHO, A. M. J. B. Mineração de dados educacionais: oportunidades para o Brasil. Revista Brasileira de Informática na Educação, v.19, n. 2, p. 1-12, 2011. DOI: https://doi.org/10.5753/RBIE.2011.19.02.03
WULF, J.; Blohm, I.; Leimeister, J. M.; Brenner, W.; OTHERS. Massive open online courses. Business & Information Systems Engineering, 6(2):111–114, 2014. DOI: https://doi.org/10.1007/s12599-014-0313-9
BARAK, M., Watted, A., & Haick, H. (2016). Motivation to learn in massive open online courses: Examining aspects of language and social engagement. Computers & Education, 94, 49–60. DOI: https://doi.org/10.1016/j.compedu.2015.11.010
VÁZQUEZ C., E., López Meneses, E., & Sarasola, J. L. (2013). La expansión del conocimiento en abierto: Los MOOCs [The expansión of open knowledge: the MOOCs]. Barcelona: Octaedro.
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Accepted 2020-06-22
Published 2020-07-01