Download Connectionist Models of Cognition, Perception II (Progress by Howard Bowman, Christophe Labiouse PDF

By Howard Bowman, Christophe Labiouse

This e-book collects jointly refereed types of papers offered on the 8th Neural Computation and Psychology Workshop (NCPW 8). NCPW is a well-established workshop sequence that brings jointly researchers from diversified disciplines, equivalent to synthetic intelligence, cognitive technological know-how, laptop technology, neurobiology, philosophy and psychology. The articles are focused at the subject of connectionist modelling of cognition and perceptionn.

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Pseudopatterns are input-output pairs with the input being taken after five re-injections. The reverberated’ pseudopatterns (PP) generated in NET 1 were used to train NET2$, the “complementary half’ of the architecture. e. with exactly the same random connexion weights), each one on the material of an experimental group from Experiment 2 in [ 131 (there were two groups per condition, cf. Appendix). e. Structured vs Unstructured),both for behavioural and for simulation results. e. reverberations) when generating a pseudopattern (c$ [ 1,2]) was set to 5 both for NET 1 and NET2.

Cutoff (cycles/deg) D C 0 1 2 3 4 0 envelope width (deg) E 1 2 3 4 5 number of subregions F 0 50 100 150 50 spatial phase (deg) 100 150 200 250 300 receptive field duration (ms) H G 0 50 100 150 0 I 1 2 3 4 5 optimal temporal freq. (Hz) peak response latency (ms) J 0 i 4 6 8 1 0 1 2 high temporal freq. cutoff (Hz) 0 0:2 014 0:6 direction selectivity index Figure 3. l0 Note that in subfigures A-C, x-axis units differ from Figs. 2A-C, and that in subfigures D and F-I, x-axis limits differ from Figs.

1. , Ref. 12). In addition to these spatial properties, the receptive fields also have physiologically relevant qualitative temporal properties. " Some of the separable receptive fields have constant time profiles, some of them have changing time profiles. Also, different space-time inseparable receptive fields seem to respond to different velocities. To obtain a corresponding set of ICA results, we applied the symmetric fast fixed-point ICA algorithm7 with nonlinearity g(y) = tanhy "A space-time separable receptive field can be expressed as a product of a onedimensional temporal profile and a two-dimensional spatial profile.

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