This repository provides a Python library, Neural Circuit Parameter Inference (ncpi), designed for inferring neural circuit parameters from electrophysiological data.
First results obtained using this library have been published in [1]. Additionally, we are preparing another paper to showcase the comprehensive capabilities of the ncpi library. In the coming months, we plan to refine the code further and provide tutorials and examples to enhance usability.
[1] García, Juan Miguel and Orozco Valero, Alejandro and Rodríguez-González, Victor and Montobbio, Noemi and Pelayo, Francisco and Morillas, Christian and Poza Crespo, Jesus and Gomez Pena, Carlos and Martínez-Cañada, Pablo, A Hybrid Machine Learning and Mechanistic Modelling Approach for Probing Potential Biomarkers of Excitation/Inhibition Imbalance in Cortical Circuits in Dementia. Available at SSRN: https://ssrn.com/abstract=4977918 or http://dx.doi.org/10.2139/ssrn.4977918