Paper ID | BIO-5.1 | ||
Paper Title | MUTUAL INFORMATION FLOWS IN A BIVARIATE POINT PROCESS | ||
Authors | Syed Ahmed Pasha, Air University, Pakistan; Victor Solo, University of New South Wales, Australia | ||
Session | BIO-5: Neuroimaging and Neural Signal Processing | ||
Location | Gather.Town | ||
Session Time: | Tuesday, 08 June, 14:00 - 14:45 | ||
Presentation Time: | Tuesday, 08 June, 14:00 - 14:45 | ||
Presentation | Poster | ||
Topic | Biomedical Imaging and Signal Processing: [BIO] Biomedical signal processing | ||
IEEE Xplore Open Preview | Click here to view in IEEE Xplore | ||
Abstract | In a range of network system identification problems point processes are the nodal signals. In many of these applications a fundamental question involves characterizing the internodal dynamics. Here we address that question using mutual information flows and establish a connection with Granger causality. We show how to compute the mutual information flow between the two components of a bivariate Hawkes process. We illustrate with some simulations and data analysis. |