Gibbs distribution analysis of temporal correlations structure in retina ganglion cells
Author(s): Vasquez, JC; Marre, O; Palacios, AG; Berry, MJ; Cessac, B
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http://arks.princeton.edu/ark:/88435/pr15x9d| Abstract: | We present a method to estimate Gibbs distributions with spatio-temporal constraints on spike trains statistics. We apply this method to spike trains recorded from ganglion cells of the salamander retina, in response to natural movies. Our analysis, restricted to a few neurons, performs more accurately than pairwise synchronization models (Ising) or the 1-time step Markov models (Marre et al. (2009)) to describe the statistics of spatio-temporal spike patterns and emphasizes the role of higher order spatio-temporal interactions. |
| Publication Date: | May-2012 |
| Electronic Publication Date: | 2011 |
| Citation: | Vasquez, JC, Marre, O, Palacios, AG, Berry, MJ, Cessac, B. (2012). Gibbs distribution analysis of temporal correlations structure in retina ganglion cells. Journal of Physiology-Paris, 106 (3-4), 120 - 127. doi:10.1016/j.jphysparis.2011.11.001 |
| DOI: | doi:10.1016/j.jphysparis.2011.11.001 |
| ISSN: | 0928-4257 |
| Pages: | 1 - 17 |
| Type of Material: | Journal Article |
| Journal/Proceeding Title: | Journal of Physiology-Paris |
| Version: | Author's manuscript |
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