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Reading List |
CogSci 7790: Cognitive Modeling
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| Area |
Date |
Topic |
Readings |
Lab |
| Introduction | Aug 18 | What is cognitive modeling? W: Guest lecture, Prof. Ashok Goel. | Schunn, Crowley, & Okada (1998). | No lab. |
Representation |
Aug 25 | What does a representation do? | Markman, Ch. 1-4; Markman & Dietrich (2000). | Introduce lab, prepare interest groups. Ontology exercise. |
| Sep 3* | Subsymbolic representations. Neural nets. | Markman, p 46-58 (review) | Neural net modeling lab | |
Problem Solving
|
Sep 8 | ACT-R Model | Anderson, Ch. 1-4 | ACT-R exercise |
| Sep 15 | ACT-R Model | Anderson, Ch. 3-4 | ACT-R exercise | |
| Sep 22 | ACT-R/Bayesian Networks | Anderson, Ch.6, Bayesian networks without tears. | Bayesian Networks Lab | |
Problem-Solving, part 2 |
Sep 29 | ACT-R models | Anderson, Ch. 7,8,11 | Group planning session |
| Oct 6 | ACT-R models | Anderson, Ch. 12, Peterson & Simon article on subitization | In-lab demonstration | |
| Oct 15* | Discussion of project papers | No lab | ||
| Project Papers |
Oct 20 | Visual Search | Wolfe, Heinke & Humphreys, Zandt | |
| Oct 27 | ACT-R/PM | Byrne & Anderson, Byrne | ACT-R/PM Lab | |
| Nov 3 | Preattentive Factors | Treisman & Gelade, Schneider & Shiffrin | ||
| Nov 10 | ACT-R/PM & Eye Movements, CaMEra | Rayner, Salvucci | ||
Ron's Choice |
Nov 17 | Analogy & Similarity | Structure-Mapping Theory, MAC/FAC | No Lab |
| Nov 24* | Symmetry | Ferguson | No Lab or Class on Wednesday | |
| Projects |
Dec 1 | Final presentations | ||
| Dec 8 | Finals Week. Reports due. | |||
Anderson, J. R. (1993). Rules of the Mind. Hillsdale, NJ: Lawrence Erlbaum Associates.
Byrne, M. D. (2001). ACT-R/PM and menu selection: applying a cognitive architecture to HCI. International Journal of Human-Computer Studies. 55, 41-84. pdf
Byrne, M. D. & Anderson, J. R. (1998). Perception and Action. In J. R. Anderson & C. Lebiere, Eds. The Atomic Components of Thought, pp. 143-168. Mahwah, NJ: Lawrence Erlbaum.
Charniak, E. (1991). Bayesian networks without tears. AI Magazine , 12(4), 50-63.pdf
Gentner, D. (1983). Structure-Mapping: A Theoretical Framework for Analogy. Cognitive Science, 7, 155-170. pdf
Gentner, D. (1989). The mechanisms of analogical learning. In S. Vosniadou & A. Ortony (Eds.), Similarity and Analogical Reasoning (pp. 199-241). London: Cambridge University Press.
Gentner, D. and Forbus, K. (1991). A model of similarity-based retrieval. Proceedings of the Cognitive Science Society. pdf
Heinke, D. & Humphreys, G. Computational Models of Visual Selective Attention: a Review. In Connectionist Models in Psychology, Psychology Press, G. Houghton (Ed.) in press.
Holyoak, K. J., & Thagard, P. (1989). Analogical mapping by constraint satisfaction. Cognitive Science, 13, 295-355.
Hummel, J. E., & Holyoak, K. J. (1997). Distributed representations of structure: A theory of analogical access and mapping. Psychological Review, 104(3), 427-466.
Markman, A. B. (1999). Knowledge Representation. Mahwah, NJ: Lawrence Erlbaum Associates.
Markman, A. B., & Dietrich, E. (2000). In defense of representation. Cognitive Psychology, 40, 138-171.PDF
Peterson, S. A. & T. J. Simon (2000). Computational Evidence for the Subitizing Phenomenon as an Emergent Property of the Human Cognitive Architecture. Cognitive Science, 24(1), 93-122.
Rayner, K. (1998). Eye movements in reading and information processing: 20 years of research. Psychological Bulletin, 124(3), 372-422.
Salvucci, D. D. (2002?). A model of eye movements and visual attention.
Schneider, W., & Shiffrin, R. M. (1977). Controlled and automatic human information processing: I. Detection, search, and attention. Psychological Review, 84(1), 1-66.
Schun, C. D., Crowley, K., & Okada, T. (1998). The growth of multidisciplinarity in the Cognitive Science Society. Cognitive Science, 22(1), 107-130.PDF
Treisman, A. M., & Gelade, G. (1980). A feature-integration theory of attention. Cognitive Psychology, 12, 97-136.
Tversky, A. (1977). Features of similarity. Psychological Review, 84(4), 327-352.
Wolfe, J. M. (2001). Asymmetries in visual search: An introduction. Perception & Psychophysics, 63(3), 381-389.
Zandt, T.V., Colonius, H. & Proctor, R. W. (2000). A comparison of two response time models applied to perceptual matching. Psychonomic Bulletin & Review 7(2), 208-256.