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Cognitive architecture enables comprehensive predictive models of visual search

  • David E. Kieras (a1) and Anthony Hornof (a2)


With a simple demonstration model, Hulleman & Olivers (H&O) effectively argue that theories of visual search need an overhaul. We point to related literature in which visual search is modeled in even more detail through the use of computational cognitive architectures that incorporate fundamental perceptual, cognitive, and motor mechanisms; the result of such work thus far bolsters their arguments considerably.



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Abrams, R. A., Meyer, D. E. & Kornblum, S. (1989) Speed and accuracy of saccadic eye movements: Characteristics of impulse variability in the oculomotor system. Journal of Experimental Psychology: Human Perception and Performance 15(3):529–43.
Anderson, J. R. & Lebiere, C. (1998) The atomic components of thought. Erlbaum.
Anstis, S. M. (1974) A chart demonstrating variations in acuity with retinal position. Vision Research 14(7):589–92.
Bouma, H. (1970) Interaction effects in parafoveal letter recognition. Nature 226:177–78.
Engel, F. L. (1977) Visual conspicuity, visual search and fixation tendencies of the eye. Vision Research 17:95108. doi: 10.1016/0042-6989(77)90207-3.
Findlay, J. M. & Gilchrist, I. D. (2003) Active vision: The psychology of looking and seeing. Oxford University Press.
Fleetwood, M. D. & Byrne, M. D. (2006) Modeling the visual search of displays: A revised ACT-R/PM model of icon search based on eye tracking data. Human-Computer Interaction 21(2):153–97.
Gordon, J. & Abramov, I. (1977) Color vision in the peripheral retina. II. Hue and saturation. Journal of the Optical Society of America 67(2):202207.
Halverson, T. & Hornof, A. J. (2011) A computational model of “active vision” for visual search in human-computer interaction. Human-Computer Interaction 26(4):285314.
Harris, C. M. (1995) Does saccadic undershoot minimize saccadic flight-time? A Monte-Carlo study. Vision Research 35:691701.
Henderson, J. M. & Castelhano, M. S. (2005) Eye movements and visual memory for scenes. In: Cognitive processes in eye guidance, ed. Underwood, G., pp. 213–35. Oxford University Press.
Hornof, A. J. (2004) Cognitive strategies for the visual search of hierarchical computer displays. Human-Computer Interaction 19(3):183223.
Kieras, D. (2011) The persistent visual store as the locus of fixation memory in visual search tasks. Cognitive Systems Research 12:102–12.
Kieras, D. E. & Hornof, A. J. (2014) Towards accurate and practical predictive models of active-vision-based visual search. In: CHI '14: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, pp. 3875–84. ACM.
Kieras, D. E. & Meyer, D. E. (1997) An overview of the EPIC architecture for cognition and performance with application to human-computer interaction. Human-Computer Interaction 12(4):391438.
Kieras, D. E. & Meyer, D. E. (2000) The role of cognitive task analysis in the application of predictive models of human performance. In: Cognitive task analysis, ed. Schraagen, J. M. C., Chipman, S. E. & Shalin, V. L., pp. 237–60. Erlbaum.
Meyer, D. E. & Kieras, D. E. (1997) A computational theory of executive cognitive processes and multiple-task performance: Part 1. Basic mechanisms. Psychological Review 104(1):365. doi: 10.1037/0033-295X.104.1.3.
Meyer, D. E. & Kieras, D. E. (1999) Precis to a practical unified theory of cognition and action: Some lessons from computational modeling of human multiple-task performance. In: Attention and performance XVII. Cognitive regulation of performance: Integration of theory and application, ed. Gopher, D. & Koriat, A., pp. 1788. MIT Press.
Peterson, M. S., Kramer, A. F., Wang, R. F., Irwin, D. E. & McCarley, J. S. (2001) Visual search has memory. Psychological Science 12(4):287–92.
Schumacher, E. H., Seymour, T. L., Glass, J. M., Fencsik, D., Lauber, E. J., Kieras, D. E. & Meyer, D. E. (2001) Virtually perfect time-sharing in dual-task performance: Uncorking the central cognitive bottleneck. Psychological Science 12:101108.
Thompson, E. R., Iyer, N., Simpson, B. D., Wakefield, G. H., Kieras, D. E. & Brungart, D. S. (2015) Enhancing listener strategies using a payoff matrix in speech-on-speech masking experiments. Journal of the Acoustical Society of America 138(3):1297–304.
Virsu, V. & Rovamo, J. (1979) Visual resolution, contrast sensitivity, and the cortical magnification factor. Experimental Brain Research 37:475–94.
Zhang, Y. & Hornof, A. J. (2014) Understanding multitasking through parallelized strategy exploration and individualized cognitive modeling. In: CHI '14: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, pp. 3885–94. ACM.


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