With the development of Web-based distance learning environments, acquiring and analysing trails has become a very important issue for the technology-enhanced learning (TEL) community. We consider a trail (or a track or a trace) as the digital or non-digital record that learners~– or more generally, the different actors within a learning session in a TEL system~– leave behind. This chapter addresses the life cycle of such trails from a computer science point of view. In particular, we elaborate on the engineering and usage of the different kinds of trails by highlighting the main scientific issues raised by the trails analysis process and by presenting research findings from the Kaleidoscope Network of Excellence in this field.
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van den Akker, J., (2003). Curriculum perspectives: An introduction. In J. van den Akker, W. Kuiper & U. Hameyer, (Eds.), Curriculum landscapes and trends (pp. 1–10). Dordrecht, The Netherlands: Kluwer Academic Publishers.
Beck, J. E. (2007). Difficulties in inferring student knowledge from observations (and why you should care). In: C. Heiner, N. Heffernan & T. Barnes (Eds.), Educational Data Mining, Supplementary Proceedings AIED’07 (pp. 21–30). Amsterdam: IOS Press.
Champin, P. -A., Priè,Y., & Mille, A. (2003). MUSETTE: Modeling uses and tasks for tracing experience. In K. Ashley & D. G. Bridge (Eds.), Case-based Reasoning Research and Development: Proceedings of the 5th International Conference on Case-Based Reasoning, ICCBR 2003 (pp. 279–286). Berlin, Germany: Springer.
Choquet, C., & Iksal, S. (2006). Usage tracking language: A meta-language for modeling tracks in TEL systems. In: J. Filipe, M. Helfert & B. Shishkov (Eds.), Proceedings of the First International Conference on Software and Data Technologies, ICSOFT’06 (pp. 133–138). Berlin, Germany: Springer.
Choquet, C., & Iksal, S. (2007). Modeling tracks for the model driven reengineering of a TEL system. Journal of Interactive Learning Research, 18, 161–184.
Corbett, A., & Anderson, J. (1995). Knowledge tracing: Modeling the acquisition of procedural knowledge. User Modeling and User-Adapted Interaction, 4, 253–278.
Deng, J., Kemp,E., & Todd, E. G. (2005). Managing UI pattern collections. In B. Plimmer & R. Amor (Eds.), Proceedings of the 6th ACM SIGCHI New Zealand Chapter’s International Conference on Computer-Human Interaction: Making CHI Natural (pp. 31–38). New York: ACM press.
IMS-LD (2007). Learning design specification. Retrieved December 20, 2007, from http://www.imsglobal.org/learningdesign/index.html.
Jermann, P., Soller,A., & Mühlenbrock, M. (2001). From mirroring to guiding: A review of state of the art technology for supporting collaborative learning. In: P. Dillenbourg, A. Eurelings & K. Hakkarainen (Eds.), European perspectives on computer-supported collaborative learning. Proceedings of the first European Conference on Computer-Supported Collaborative Learning (pp. 324–331). Maastricht, The Netherlands: University of Maastricht.
Keenoy, K., & Levene, M. (2004). A taxonomy of trails of learning objects. In J. Schoonenboom, M. Turcsànyi-Szabò, P. Kaszàs, Z. Pluhàr, A. Jones, C. Blake et al. (Eds.), Trails of digital and non-digital LOs. (pp. 97–106) (Tech. Rep. No. D-21-01-01). [n.p.]: Kaleidoscope Network of Excellence. Retrieved December 20, 2007, from http://www.dcs.bbk.ac.uk/trails/docs/ D22-02-01-F.pdf
Laflaquiére, J., Settouti,L. S., Priè,Y., & Mille, A. (2006). Trace-based system framework for experience management and engineering. In G. Bogdan, J. H. Robert, & C. J. Lakhmi (Eds.), Knowledge-based Intelligent Information and Engineering Systems: Proceeding of the 10th international conference, KES 2006 (pp. 1171–1178). New York: Springer.
LOM (2007). IEEE standards association. Retrieved December 20, 2007, from http://www.ieee.org/web/standards/home/index.html.
Marty, J. C., Hèraud,J. -M., France,L., & Carron, T. (2007). Matching the performed activity on an educational platform with a recommended pedagogical scenario: A multi source approach. Journal of Interactive Learning Research, 18, 267–283.
Meszaros, G., & Doble, J. (1997). A pattern language for pattern writing. In R. C. Martin, D. Riehle, F. Buschmann (Eds.), Pattern languages of program design 3 (pp. 529–574). Reading, MA: Addison Wesley Longman.
Mostow, J. (2004). Some useful design tactics for mining ITS data. In: J. C. Lester, R. M. Vicari & F. Paraguaçu (Eds.), Proceedings of the Analysing Student-Tutor Interaction Logs to Improve Educational Outcomes Workshop, ITS’ 04 (pp. 20–28). Berlin, Germany: Springer.
Mostow, J., & Beck, J. (2006). Some useful tactics to modify, map and mine data from intelligent tutors. Natural Language Engineering, 12, 195–208.
Peterson, D., & Levene, M. (2003). Trail records and navigational learning. London Review of Education, 1, 207–216.
Schoonenboom, J., Levene,M., Heller,J., Keenoy,K., & Turcsànyi-Szabò, M. (2007). Trails in education: Technologies that support navigational learning. Rotterdam, The Netherlands: Sense publishers.
SCORM (2007). SCORM 2004 (3rd edn.). Retrieved December 20, 2007, from http:// www.adlnet.gov/scorm/index.cfm.
Turcsànyi-Szabò, M., Kaszàs,P., & Pluhàr, Z. (2004). Adaptive navigation support. In J. Schoonenboom, M. Turcsànyi-Szabò, P. Kaszàs, Z. Pluhàr, A. Jones, C. Blake et al. (Eds.), Trails of digital and non-digital LOs. (pp. 25–55) (Tech. Rep. No. D-21-01-01). [n.p.]: Kaleidoscope Network of Excellence. Retrieved December 20, 2007, from http:// www.dcs.bbk.ac.uk/ trails/docs/D22-02-01-F.pdf.
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Choquet, C., Iksal, S., Levene, M., Schoonenboom, J. (2009). Users’ Data. In: Balacheff, N., Ludvigsen, S., de Jong, T., Lazonder, A., Barnes, S. (eds) Technology-Enhanced Learning. Springer, Dordrecht. https://doi.org/10.1007/978-1-4020-9827-7_12
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