Spike train statistics and Gibbs distributions - Inria - Institut national de recherche en sciences et technologies du numérique Access content directly
Journal Articles Journal of Physiology - Paris Year : 2013

Spike train statistics and Gibbs distributions


This paper is based on a lecture given in the LACONEU summer school, Valparaiso, January 2012. We introduce Gibbs distribution in a general setting, including non stationary dynamics, and present then three examples of such Gibbs distributions, in the context of neural networks spike train statistics: (i) Maximum entropy model with spatio-temporal constraints; (ii) Generalized Linear Models; (iii) Conductance based Inte- grate and Fire model with chemical synapses and gap junctions.
Fichier principal
Vignette du fichier
Gibbs_1_.pdf (250.33 Ko) Télécharger le fichier
Origin : Files produced by the author(s)

Dates and versions

hal-00850155 , version 1 (05-08-2013)


  • HAL Id : hal-00850155 , version 1


Bruno Cessac, Rodrigo Cofre. Spike train statistics and Gibbs distributions. Journal of Physiology - Paris, 2013, 107 (5), pp.360-368. ⟨hal-00850155⟩
435 View
721 Download


Gmail Facebook X LinkedIn More