The Ising Model for Neural Data: Model Quality and Approximate Methods for Extracting Functional Connectivity

Yasser Roudi, Joanna Tyrcha, John Hertz

We study pairwise Ising models for describing the statistics of multi-neuron spike trains, using data from a simulated cortical network. We explore efficient ways of finding the op…