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.