Summary

2023

Session Number:D2L-1

Session:

Number:D2L-15

Effective Structure Inference from Multi-Phase Cortical Neural Activities

Po Fai Ho,  Houben Mats Akke,  Soriano Jordi,  Saad David,  

pp.697-698

Publication Date:2023-09-21

Online ISSN:2188-5079

DOI:10.34385/proc.76.D2L-15

PDF download (488.6KB)

Summary:
Effective structure of neuronal networks is in- ferred from firing data using Expectation-Maximization (EM) in conjunction with the inverse Ising model. We demonstrate that our algorithm infers the effective con- nectivity, neuronal cell-type and coupling strength using controllable synthetic and emulator data. Furthermore, we show that the neural activity predictions obtained using the inferred structures have a good fit with the original data.