Abstract
In this paper a novel approach to facilitate the reuse of units of learning (UoLs) is presented. Typically, e-learning platforms do not provide the means to retrieve designed UoLs in a standardized format to be reused in a different platform, but they have in common that the students and teachers interaction with the system is logged to files. Taking this into account, we propose to use these logs and apply a three steps re-engineering approach to translate these UoLs into an accepted educational modelling language, specifically IMS LD. In the first step, the sequence of activities and their functional dependencies are learned by a process mining algorithm. In the second step, another algorithm analyses the variables and their value change in order to learn the adaptation rules that may have been defined in the UoL. And finally, in the last step the inferred process structure and rules are matched with the typical structure of activities, acts, and plays defined by IMS LD.
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References
van der Aalst, W.M.P.: Process Mining: Discovery, Conformance and Enhancement of Business Processes, 1st edn. Springer Publishing Company, Incorporated (2011)
Bergenthum, R., Desel, J., Harrer, A., Mauser, S.: Modeling and Mining of Learnflows. In: Jensen, K., Donatelli, S., Kleijn, J. (eds.) ToPNoC V. LNCS, vol. 6900, pp. 22–50. Springer, Heidelberg (2012), http://dl.acm.org/citation.cfm?id=2231056.2231058
Global Learning Consortium, I.: IMS Learning Design Information Model, Version 1.0 Final Specification (March 2003), http://www.imsglobal.org/learningdesign/index.html
Dalziel, J.: Implementing learning design. the learning activity management system (lams). In: Proceedings of the 20th Annual Conference of the Australasian Society for Computers in Learning in Tertiary Education (ASCILITE), pp. 51–58. IADIS Press, Adelaide (2003)
Derntl, M., Neumann, S., Griffiths, D., Oberhuemer, P.: The conceptual structure of ims learning design does not impede its use for authoring. IEEE Transactions on Learning Technologies 5(1), 74–86 (First 2012)
Hernández-leo, D., Villasclaras-Fernández, E.D., Asensio-Pérez, J.I., Dimitriadis, Y., Jorrín-Abellán, I.M., Ruiz-Requies, I., Rubia-Avi, B.: Collage: A collaborative learning design editor based on patterns. Educational Technology & Society 1(9), 58–71 (2006)
Karampiperis, P., Sampson, D.: A flexible authoring tool supporting adaptive learning activities. In: Proc. of IADIS International Conference on Cognition and Exploratory Learning in Digital Age (CELDA 2004), pp. 51–58. IADIS Press, Lisbon (2004)
Martinez-Ortiz, I., Sierra, J.L., Fernandez-Manjon, B.: Authoring and reengineering of ims learning design units of learning. IEEE Trans. Learn. Technol. 2(3), 189–202 (2009), http://dx.doi.org/10.1109/TLT.2009.14
Murata, T.: Petri nets: Properties, analysis and applications. Proceedings of the IEEE 77(4), 541–580 (1989)
Quinlan, J.R.: C4.5: Programs for Machine Learning. Morgan Kaufmann Publishers Inc., San Francisco (1993)
Reimann, P., Yacef, K.: Using Process Mining for Understanding Learning. In: Handbook of Design in Educational Technology, pp. 472–481. Routledge, New York (2013)
Vidal, J.C., Lama, M., BugaríN, A.: Petri net-based engine for adaptive learning. Expert Syst. Appl. 39(17), 12799–12813 (2012), http://dx.doi.org/10.1016/j.eswa.2012.05.013
Weijters, A., van der Aalst, W., Alves de Medeiros, A.: Process mining with the heuristics miner-algorithm. BETA Working Paper Series WP 166. Eindhoven University of Technology (2006)
Wen, L., Aalst, W.M., Wang, J., Sun, J.: Mining process models with non-free-choice constructs. Data Min. Knowl. Discov. 15(2), 145–180 (2007), http://dx.doi.org/10.1007/s10618-007-0065-y
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Vidal, J.C., Lama, M., Vázquez, B., Mucientes, M. (2014). Reconstructing IMS LD Units of Learning from Event Logs. In: Rensing, C., de Freitas, S., Ley, T., Muñoz-Merino, P.J. (eds) Open Learning and Teaching in Educational Communities. EC-TEL 2014. Lecture Notes in Computer Science, vol 8719. Springer, Cham. https://doi.org/10.1007/978-3-319-11200-8_26
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DOI: https://doi.org/10.1007/978-3-319-11200-8_26
Publisher Name: Springer, Cham
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