Jonathan Pillow, 2/4/03

Estimating the parameters of an integrate and fire neuron from random data

I will discuss a variant of the integrate-and-fire model for analyzing neural responses to temporal white noise. The particular model involved (the "Linear-LIF" model) consists of a linear filter followed by a leaky integrate-and-fire spike generator. I will focus on some recent work on estimating the parameters of this model in the presence of noise, which involves several interesting statistical and computational problems. See my publications page for some background work.

Joint work with Liam Paninski