Section: Application Domains

Statistical inference on biological data

The question is about understanding how interactions between neurons can be detected. A mathematical modeling is given by multivariate Hawkes processes. Lasso-type methods can then be used to estimate interaction functions in the nonparametric setting by using fast algorithms, providing inference of the unitary event activity of individual neurons.