217 citations · 220 across the 2 of their papers we have counts for
2 papers
q-bio.QM2011★ 3 cited
Ising Models for Inferring Network Structure From Spike Data
John Hertz, Yasser Roudi, Joanna Tyrcha
Now that spike trains from many neurons can be recorded simultaneously, there is a need for methods to decode these data to learn about the networks that these neurons are part of.…
q-bio.QM2009★ 217 cited
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…