Abstract
Usability of complex dynamic human computer interfaces can be evaluated by cognitive modeling to investigate cognitive processes and their underlying structures. Even though the prediction of human behavior can help to detect errors in the interaction design and cognitive demands of the future user the method is not widely applied. The time-consuming transformation of a problem “in the world” into a “computational model” and the lack of fine-grained simulation data analysis are mainly responsible for this. Having realized these drawbacks we developed HTAmap and SimTrA to simplify the development and analysis of cognitive models. HTAmap, a high-level framework for cognitive modeling, aims to reduce the modeling effort. SimTrA supports the analysis of cognitive model data on an overall and microstructure level and enables the comparison of simulated data with empirical data. This paper describes both concepts and shows their practicability on an example in the domain of process control.
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References
Anderson, J.R., Bothell, D., Byrne, M.D., Douglass, S., Lebiere, C., Qin, Y.: An integrated theory of the mind. Psychological Review 111, 1036–1060 (2004)
Byrne, M.D.: Cognitive Architectures. In: Jacko, J., Sears, A. (eds.) Handbook of Human-Computer Interaction, pp. 97–117. Lawrence Erlbaum Associates, Hillsdale, NJ (2003)
Card, S.K., Moran, T.P., Newell, A.: The Psychology of Human-Computer Interaction. Lawrence Erlbaum Associates, Hillsdale, NJ (1983)
Crossman, J., Wray, R.E., Jones, R.M., Lebiere, C.A.: High Level Symbolic Representation for Behaviour Modeling. In: Proceedings of the Conference on Behavior Representation. Arlington (2004)
Dzaack, J., Urbas, L.: Kognitive Modelle zur Evaluation der Gebrauchstauglichkeit von Mensch-Maschine Systemen. In: Grandt, M., Bauch, A. (eds.): Cognitive Systems Engineering in der Fahrzeug- und Prozessführung. pp. 305–318, DGLR, Bonn, (2006)
Ellis, S.R., Smith, J.D.: Patterns of Statistical Dependency in Visual Scanning. In: Groner, R., McConkie, G.W., Menz, C. (eds.) Eye Movement and Human Information Processing, pp. 221–238. Elsevier, Amsterdam (1985)
Gray, W.D., Sims, C.R., Schoelles, M.J.: Musings on Models of Integrated Cognition: What Are They? What Do They Tell Us that Simpler Approaches Cannot? How Do We Evaluate Them? In: Proceedings of the 7th ICCM, pp. 12–13, LEA, Hillsdale, NJ, (2006)
Groner, R., Walder, F., Groner, M.: Looking at faces: local and global aspects of scanpaths. In: Gale, A.G., Johnson, F. (eds.) Theoretical and Applied Aspects of Eye Movement Research, pp. 523–533. Elsevier, North-Holland (1984)
Heffernan, N.T., Koedinger, K.R., Aleven, V.A.: Tools Towards Reducing the Costs of Designing, Building, and Testing Cognitive Models. In: Proceedings of the Conference on Behavior Representation in Modeling and Simulation (2003)
Hollnagel, E.: Cognitive Reliability and Error Analysis Method (CREAM). Elsevier, Oxford (1998)
Howes, A., Young, R.M.: The role of cognitive architecture in modeling the user: Soar’s learning mechanism. Human-Computer Interaction 12(4), 311–343 (1997)
Just, M.A., Carpenter, P.A.: Using eye fixations to study reading comprehension: Individual differences in working memory. Psychological Review 99, 122–149 (1984)
Ormerod, T.C., Shepherd, A.: Using Task Analysis for Information Requirements Specification: The Sub-Goal Template (SGT) Method. In: Diaper, D., Stanton, N.A. (eds.) The handbook of task analysis for human-computer interaction, pp. 347–365. Lawrence Erlbaum Associates, Mahwah, NJ (2004)
Rayner, K.: Do eye movements reflect higher order processes in reading? In: Groner, R., d’Ydewalle, G., Parham, R. (eds.) From Eye to Mind: Information Acquisition in Perception, Search, and Reading, pp. 179–190. Elsevier, New York (1999)
Ritter, F.R., Haynes, S.R., Cohen, M., Howes, A., John, B., Best, B., et al.: High-level Behavior Representation Languages Revisited. In: Proceedings of the ICCM 2006. Edizioni Goliardiche, pp. 404– 407 (2006)
Rötting, M.: Parametersystematik der Augen- und Blickbewegungen für arbeitswissenschaftliche Untersuchungen. Shaker, Aachen (2001)
Salvucci, D.D., Lee, F.J.: Simple Cognitive Modeling in a Complex Cognitive Architecture. In: Proceedings of the CHI 2003, pp. 265–272. ACM Press, New York (2003)
Shepherd, A.: Hierarchical task analysis. Taylor & friends, New York (2001)
Strube, G.: Cognitive Modeling: Research Logic in Cognitive Science. In: Smelser, N.J., Baltes, P.B. (eds.) International encyclopedia of the social and behavioral sciences, pp. 2124–2128. Elsevier, Oxford (2001)
Urbas, L., Leuchter, S.: Model Based Analysis and Design of Human-Machine Dialogues through Displays. KI – Künstliche Intelligenz, vol. 4, pp. 45–51 (2005)
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Heinath, M., Dzaack, J., Wiesner, A., Urbas, L. (2007). Applications for Cognitive User Modeling. In: Conati, C., McCoy, K., Paliouras, G. (eds) User Modeling 2007. UM 2007. Lecture Notes in Computer Science(), vol 4511. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-73078-1_16
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DOI: https://doi.org/10.1007/978-3-540-73078-1_16
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