Modeling Directional Selectivity Using Self-Organizing Delay-Aadaptation MapsTversky, Mr. Tal and Miikkulainen, Dr. Risto (2002) Modeling Directional Selectivity Using Self-Organizing Delay-Aadaptation Maps. [Journal (Paginated)] (In Press)
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AbstractUsing a delay adaptation learning rule, we model the activity-dependent development of directionally selective cells in the primary visual cortex. Based on input stimuli, a learning rule shifts delays to create synchronous arrival of spikes at cortical cells. As a result, delays become tuned creating a smooth cortical map of direction selectivity. This result demonstrates how delay adaption can serve as a powerful abstraction for modeling temporal learning in the brain.
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