Abstract
Touch is a new and significantly different method of interacting with a computer and it is being adapted at a rapidly increasing rate with the introduction of the tablet computer. We log the characteristics of a student’s touch interaction while solving math problems on a tablet. By correlating this data to high and low effort problem solving conditions we demonstrate the ability to predict student effort level. The technique is context free, thus can potentially be applied to any computer tablet application.
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Arroyo, I., Mehranian, H., Woolf, B.: Effort-based Tutoring: An Empirical Approach to Intelligent Tutoring. In: Proceedings of the 3rd International Conference on Educational Data Mining (2010)
Arroyo, I., Cooper, D.G., Burleson, W., Woolf, B.P., Muldner, K., Christopherson, R.: Emotion sensors go to school. In: Dimitrova, V., Mizoguchi, R., du Boulay, B., Graesser, A.C. (eds.) AIED, vol. 200, pp. 17–24. IOS Press (2009)
Baker, R.S., Corbett, A.T., Koedinger, K.R., Roll, I.: Detecting When Students Game the System, Across Tutor Subjects and Classroom Cohorts. In: Ardissono, L., Brna, P., Mitrović, A. (eds.) UM 2005. LNCS (LNAI), vol. 3538, pp. 220–224. Springer, Heidelberg (2005)
Cooper, D.G., Arroyo, I., Woolf, B.P., Muldner, K., Burleson, W., Christopherson, R.: Sensors Model Student Self Concept in the Classroom. In: Houben, G.-J., McCalla, G., Pianesi, F., Zancanaro, M. (eds.) UMAP 2009. LNCS, vol. 5535, pp. 30–41. Springer, Heidelberg (2009)
Dalgaard, P.: Introductory Statistics with R. Springer, New York (2002)
Lehman, B., Matthews, M., D’Mello, S., Person, N.: What Are You Feeling? Investigating Student Affective States During Expert Human Tutoring Sessions. In: Woolf, B.P., Aïmeur, E., Nkambou, R., Lajoie, S., et al. (eds.) ITS 2008. LNCS, vol. 5091, pp. 50–59. Springer, Heidelberg (2008)
Murphy, G.D.: Post-PC devices: A summary of early iPad technology adoption in tertiary environments. e-Journal of Business Education & Scholarship of Teaching, 18–32 (2011)
Orsmond, P., Merry, S., Reiling, K.: Biology students’ utilization of tutors’ formative feedback: a qualitative interview study. Assessment & Evaluation in Higher Education 30(4), 369–386 (2005)
Read, J.C.: A study of the usability of handwriting recognition for text entry by children. In: Interacting with Computers, pp. 57–69 (2007)
Shuller, B., Rigoll, G., Lang, M.: Emotion Recognition in the Manual Interaction with Graphical User Interfaces. In: ICME, pp. 1215–1218. IEEE Press (2004)
Takahashi, P.: New iPad app for digital textbooks excites Clark County schools. In: Las Vegas Sun, January 19 (2012)
Wickham, H.: ggplot2: Elegant Graphics for Data Analysis. Springer, New York (2009)
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Shanabrook, D.H., Arroyo, I., Woolf, B.P. (2012). Using Touch as a Predictor of Effort: What the iPad Can Tell Us about User Affective State. In: Masthoff, J., Mobasher, B., Desmarais, M.C., Nkambou, R. (eds) User Modeling, Adaptation, and Personalization. UMAP 2012. Lecture Notes in Computer Science, vol 7379. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-31454-4_29
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DOI: https://doi.org/10.1007/978-3-642-31454-4_29
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