Inference on the Macroscopic Dynamics of Spiking Neurons
Last modified by mhashemi on 2024/12/03 18:27
This tool was developed at INS in Marseille.
Authors: Nina Baldy, Martin Breyton Marmaduke Woodman, Viktor Jirsa, Meysam Hashemi
This is a repo to make inference on a mean-filed model of spiking QIF neurons, using Optimization (DE/PSO), Simulation-based Inference (SBI), Hamiltonian Monte Carlo (HMC), and Neural ODEs.
Code: https://wiki.ebrains.eu/bin/view/Collabs/ebrains-task-3-3/Drive#notebooks/Inference_MFM
Ref: https://direct.mit.edu/neco/article/36/10/2030/124016
@article{Inference_MFM,
title={Inference on the macroscopic dynamics of spiking neurons},
author={Baldy, Nina and Breyton, Martin and Woodman, Marmaduke M and Jirsa, Viktor K and Hashemi, Meysam},
journal={Neural Computation},
volume={36},
number={10},
pages={2030--2072},
year={2024},
publisher={MIT Press 255 Main Street, 9th Floor, Cambridge, Massachusetts 02142, USA~…}
}