Abstract
There is sufficient evidence to show that allowing students to see their own student model is an effective learning and metacognitive strategy. Different tutors have different representations of these open student models, all varying in complexity and detail. EER-Tutor has a number of open student model representations available to the student at any particular time. These include skill meters, kiviat graphs, tag clouds, concept hierarchies, concept lists, and treemaps. Finding out which representation best helps the student at their level of expertise is a difficult task. Do they really understand the representation they are looking at? This paper looks at a novel way of using eye gaze tracking data to see if such data provides us with any clues as to how students use these representations and if they understand them.
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References
Bull, S., Cooke, N., Mabbott, A.: Visual Attention in Open Learner Model Presentations: An Eye-Tracking Investigation. In: Conati, C., McCoy, K., Paliouras, G. (eds.) UM 2007. LNCS (LNAI), vol. 4511, pp. 177–186. Springer, Heidelberg (2007)
Bull, S., Quigley, S., Mabbott, A.: Computer-based formative assessment to promote reflection and learner autonomy. Engineering Education: Journal of the Higher Education Academy Engineering Subject Centre 1(1), 8–18 (2006)
Charness, N., Reingold, E.M., Pomplun, M., Stampe, D.M.: The perceptual aspect of skilled performance in chess: evidence from eye movements. Memory & Cognition 29(8), 1146–1152 (2001)
Conati, C., Merten, C., Muldner, K., Ternes, D.: Exploring Eye Tracking to Increase Bandwidth in User Modeling. In: Ardissono, L., Brna, P., Mitrović, A. (eds.) UM 2005. LNCS (LNAI), vol. 3538, pp. 357–366. Springer, Heidelberg (2005)
Dimitrova, V.: Style-olm. Artificial Intelligence in Education 13(2), 35–78 (2003)
Kasarskis, P., Stehwien, J., Hickox, J., Aretz, A.: Wickens: Comparison of expert and novice scan behaviors during vfr flight. In: 11th Int. Symposium on Aviation Psychology (2001)
Kay, J.: Learner know thyself: Student models to give learner control and responsibility. In: Proc. of the Int. Conf. on Computers in Education, pp. 17–24. AACE, Charlottesville (1997)
Law, B., Atkins, M.S., Kirkpatrick, A.E., Lomax, A.J.: Eye gaze patterns differentiate novice and experts in a virtual laparoscopic surgery training environment. In: Proc. 2004 Symposium on Eye Tracking Research & Applications, ETRA 2004, pp. 41–48. ACM, New York (2004)
Liu, Y., Hsueh, P.Y., Lai, J., Sangin, M., Nussli, M.A., Dillenbourg, P.: Who is the expert? analyzing gaze data to predict expertise level in collaborative applications. In: IEEE Int. Conf. on Multimedia and Expo., pp. 898–901 (2009)
Merten, C., Conati, C.: Eye-tracking to model and adapt to user meta-cognition in intelligent learning environments. In: Proc. 11th Int. Conf. Intelligent User Interfaces, IUI 2006, pp. 39–46. ACM, New York (2006)
Mitrovic, A., Martin, B.: Evaluating the effect of open student models on self-assessment. Artificial Intelligence in Education 17(2), 121–144 (2007)
Mitrovic, A.: Fifteen years of constraint-based tutors: what we have achieved and where we are going. User Modeling and User-Adapted Interaction, 1–34 (2011)
Muldner, K., Burleson, W., VanLehn, K.: “Yes!”: Using Tutor and Sensor Data to Predict Moments of Delight during Instructional Activities. In: De Bra, P., Kobsa, A., Chin, D. (eds.) UMAP 2010. LNCS, vol. 6075, pp. 159–170. Springer, Heidelberg (2010)
Pretorius, M., van Biljon, J.: Learning management systems: Ict skills, usability and learnability. Interactive Technology and Smart Education 7(1), 30–43 (2010)
Thomson, D., Mitrovic, A.: Preliminary evaluation of a negotiable student model in a constraint-based its. Research and Practice in Technology Enhanced Learning (RPTEL) 5(1), 19–33 (2010)
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Mathews, M., Mitrovic, A., Lin, B., Holland, J., Churcher, N. (2012). Do Your Eyes Give It Away? Using Eye Tracking Data to Understand Students’ Attitudes towards Open Student Model Representations. In: Cerri, S.A., Clancey, W.J., Papadourakis, G., Panourgia, K. (eds) Intelligent Tutoring Systems. ITS 2012. Lecture Notes in Computer Science, vol 7315. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-30950-2_54
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DOI: https://doi.org/10.1007/978-3-642-30950-2_54
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