期刊
JOURNAL OF PHYSIOLOGY-PARIS
卷 107, 期 5, 页码 360-368出版社
ELSEVIER SCI LTD
DOI: 10.1016/j.jphysparis.2013.03.001
关键词
Neural networks dynamics; Spike train statistics; Gibbs distributions; Higher order correlations; Generalized linear models
资金
- French ministry of Research and University of Nice (EDSTIC) [227747]
- European Union [FP7-269921, 600847, FP7-ICT-2011.9.7]
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; and (iii) conductance based integrate and fire model with chemical synapses and gap junctions. 2013 Elsevier Ltd. All rights reserved.
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