Associated with publication (Weber & Pillow 2017), this repository contains Matlab code for:
generating simulated neural responses that reproduce a variety of dynamic spiking behaviors using the Izhikevich neuron model [2,3].
fitting a Poisson generalized linear model (GLM) to neural responses.
To get started, open
fit_glm.m is the main function used to fit a Poisson GLM to data.
Weber, A.I. & Pillow, J.W. Capturing the dynamical repertoire of single neurons with generalized linear models. Neural Computation, 2017 29(12):3260-3289 link.
Izhikevich, E. M. Simple model of spiking neurons. IEEE Trans Neural Netw, 2003 (14): 1569-1572.
Izhikevich, E. M. Which model to use for cortical spiking neurons? IEEE Trans Neural Netw 2004 (15): 1063-1070.