Accounting for state-dependency in an early sensory system (Reig et al., 2015)

In this study, in collaboration with an experimental team in Barcelona, we designed a simple theoretical framework to account for how the dependency on network state gives rise to a non-trivial relationship between the stimulus intensity and the response amplitude (here measured as evoked post-synaptic deflections) along the early auditory system (up to the primary auditory cortex).

Basically, what the modeling part brings is 1) to account for the state dependency of the recruitment of spiking neurons at a given stimulus level (an analytical estimate for the effect numerically evidenced in a previous paper from Alain), 2) give an analytical estimate for the state-dependency of postsynaptic deflections (the input conductance effect) and 3) apply this recruitment process to a network and a chain of networks. 

An Ipython notebook with the code generating the figures can be found on the following link: http://nbviewer.jupyter.org/github/yzerlaut/notebook_papers/blob/master/reig_et_al_2015.ipynb.