On the stability and dynamics of stochastic spiking neuron models: Nonlinear Hawkes process and point process GLMs.

Point process generalized linear models (PP-GLMs) provide an important statistical framework for modeling spiking activity in single-neurons and neuronal networks. Stochastic stability is essential when sampling from these models, as done in computational neuroscience to analyze statistical properti...

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Bibliographic Details
Main Authors: Felipe Gerhard, Moritz Deger, Wilson Truccolo
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2017-02-01
Series:PLoS Computational Biology
Online Access:http://europepmc.org/articles/PMC5325182?pdf=render