This schedule is subject to change. Updated slides will generally be posted after class. See the reading list for links to papers.
The readings for the course are only accessible from within the ed.ac.uk domain.
Video recordings of the lectures are available from here.
No. | Week | Lecturer | Topic and slides | Reading |
1 | 1 | Shillcock | General Introduction [1up] [3up] | Jones N. (2014). The Learning Machines, Nature, 505, 146--148; Maguire et al. (2000). Navigation-related structural change in the hippocampi of taxi drivers. PNAS 97(8), 4398--4403; Frank et al. (2008). Number as a cognitive technology: Evidence from Piraha language and cognition. Cognition, 108(3), 819--24. |
2 | 1 | Lapata | Language: Introduction [1up] [4up] | Pinker ch. 1 |
3 | 1 | Lapata | Language: Regular and Irregular Verbs 1 [1up] [4up] | Pinker ch. 2 |
4 | 2 | Lapata | Language: Regular and Irregular Verbs 2 [1up] [4up] | Pinker ch. 3, 7 |
5 | 2 | Lapata | Perceptrons [1up] [4up] | Pinker ch. 4, K. Gurney. An Introduction to Neural Networks. (1997). Routledge. Ch. 2 and 4 |
6 | 2 | Lapata | Multilayer Perceptrons and Backpropagation[1up] [4up] | Pinker ch. 4, K. Gurney. An Introduction to Neural Networks. (1997). Routledge. Ch. 5-6.5 |
7 | 3 | Lapata | Modeling the Past Tense [1up] [4up] | Rumelhart, D. E. & McClelland, J. L. On learning the past tenses of English verbs. Vol II, Ch 18. |
8 | 3 | Lapata | Speech Segmentation [1up] [4up] | M. R. Brent and T. A. Cartwright (1996). Distributional regularity and phonotactic constraints are useful for segmentation. Cognition 61, 93-125. |
9 | 3 | Lapata | Word Learning [1up] [4up] | Harley, ch. 4 |
10 | 4 | Lapata | Learning Syntactic Categories [1up] [4up] | Redington et al. (1998). Distributional Information: A Powerful Cue for Acquiring Syntactic Categories. Cognitive Science 22, 425-469. |
11 | 4 | Lapata | Concepts and Categories [1up] [4up] | Harley, ch. 10 |
12 | 4 | Lapata | Word Meaning [1up] [4up] | Harley, ch. 10 |
13 | 5 | Lapata | Vector Space Model [1up] [4up] | Landauer et al., (1998). An Introduction to Latent Semantic Analysis. Discourse Processes, 25, 259--284; J.A. Bullinaria and J. P. Levy (2007). Extracting Semantic Representations from Word Co-occurrence Statistics: A Computational Study. Behavior Research Methods, 39, 510-526. |
14 | 5 | Lapata | Understanding Sentences [1up] [4up] | Harley, ch. 9 |
15 | 5 | Lucas | Inductive reasoning: Introduction [1up] [6up] | Griffiths, T.L. (2010): Bayesian models as tools for exploring inductive biases. Generalization of knowledge: Multidisciplinary perspectives, 135-156. |
--- | --- | --- | Innovative learning week (no lectures) | --- |
16 | 6 | Lucas | Inductive reasoning: Categories revisited [1up] [6up] | Osherson et al. (1990): Category-based induction. Griffiths et al. (2007): Unifying Rational Models of Categorization via the Hierarchical Dirichlet Process |
17 | 6 | Lucas | Cognitive development: Theory of mind [1up] [6up] | Wellman et al., (2001): Meta-Analysis of Theory-of-Mind Development: The Truth about False Belief |
18 | 6 | Lucas | Biases and [ir]rationality 1 [1up] [6up] | Tversky and Kahneman (1974): Judgment under Uncertainty: Heuristics and Biases |
19 | 7 | Lucas | Biases and [ir]rationality 2 [1up] [6up] | Oaksford, M., & Chater, N. (2009). Precis of Bayesian rationality: The probabilistic approach to human reasoning |
20 | 7 | Shillcock | Vision: the Beginnings [1up] [3up] | Land, M. F., & Hayhoe, M. (2001). In what ways do eye movements contribute to everyday activities. (2013). Vision Research, 41(25), 3559-3565 |
21 | 7 | Shillcock | Vision: Computational Aspects [1up] [3up] | Hirsch, H. V., & Spinelli, D. N. (1971). Modification of the distribution of receptive field orientation in cats by selective visual exposure during development. Experimental Brain Research, 12(5), 509-527; Hubel, D. H., & Wiesel, T. N. (1963). Receptive fields of cells in striate cortex of very young, visually inexperienced kittens. Journal of Neurophysiology, 26(6), 994-1002. |
22 | 8 | Shillcock | Vision: the higher levels[1up] [3up] | Quiroga et al. Sparse but not grandmother-cell coding in the medial temporal lobe. (2008). Trends in Cognitive Sciences, 12(3), 87--91. |
23 | 8 | Shillcock | Memory: Impairments [1up] [3up] | Luria, A. R., & Solotaroff, L. T. (1987). The mind of a mnemonist: A little book about a vast memory. Harvard University Press |
24 | 8 | Shillcock | Memory: Computational Issues [1up] [3up] | Anderson, J. R., & Schooler, L. J. (1991). Reflections of the environment in memory. Psychological Science, 2(6), 396-408. |
25 | 9 | Shillcock | Memory: More Computational Issues [1up] [3up] | Lindsay, S., & Gaskell, M. G. (2013). Lexical integration of novel words without sleep. Journal of Experimental Psychology: Learning, Memory, and Cognition, 39(2), 608-622. |
26 | 9 | Shillcock | Face recognition: experiments, computation and the phenomenology of prosopagnosia (Perdita Stevens) [1up] [3up] | Rezlescu et al. (2014). Normal acquisition of expertise with greebles in two cases of acquired prosopagnosia. PNAS, 2014; Kanwisher, N. (2000). Domain specificity in face perception. Nature Neuroscience, 3, 759-763. |
27 | 9 | Shillcock | Capgras Delusion [1up] [3up] | Hadyn D. Ellis and Michael B. Lewis (2001). Capgras delusion: a window on face recognition. TRENDS in Cognitive Sciences, 5(4), 149-156. |
28 | 10 | Shillcock | Neuroimaging [1up] [3up] | Page, M. (2006). What can't functional neuroimaging tell the cognitive psychologist? Cortex 42, 428-443; Coltheart, M. (2006). Perhaps functional neuroimaging has not told us anything about the mind (so far). Cortex, 42, 422-427. |
29 | 10 | Shillcock | Cognitive modelling: Some examples, some advantages, some limitations [1up] [3up] | McClellan, J. L. (2009). The place of modeling in cognitive science. Topics in Cognitive Science, 1(1), 11-38. |
30 | 10 | Shillcock | Some philosophical choices within cognitive modelling [1up] [3up] | Shillcock, R. (2013). The concrete universal and cognitive science. Axiomathes, 24, 63-80. |
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