Wiki source code of Inference on the Macroscopic Dynamics of Spiking Neurons
Last modified by mhashemi on 2024/12/03 18:27
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| 1 | This tool was developed at INS in Marseille. | ||
| 2 | Authors: Nina Baldy, Martin Breyton Marmaduke Woodman, Viktor Jirsa, Meysam Hashemi | ||
| 3 | \\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. | ||
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| 6 | Code: [[https:~~/~~/wiki.ebrains.eu/bin/view/Collabs/ebrains-task-3-3/Drive#notebooks/Inference_MFM>>https://wiki.ebrains.eu/bin/view/Collabs/ebrains-task-3-3/Drive#notebooks/Inference_MFM]] | ||
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| 9 | Ref: [[https:~~/~~/direct.mit.edu/neco/article/36/10/2030/124016>>https://direct.mit.edu/neco/article/36/10/2030/124016]] | ||
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| 12 | {{{@article{Inference_MFM, | ||
| 13 | title={Inference on the macroscopic dynamics of spiking neurons}, | ||
| 14 | author={Baldy, Nina and Breyton, Martin and Woodman, Marmaduke M and Jirsa, Viktor K and Hashemi, Meysam}, | ||
| 15 | journal={Neural Computation}, | ||
| 16 | volume={36}, | ||
| 17 | number={10}, | ||
| 18 | pages={2030--2072}, | ||
| 19 | year={2024}, | ||
| 20 | publisher={MIT Press 255 Main Street, 9th Floor, Cambridge, Massachusetts 02142, USA~…} | ||
| 21 | } | ||
| 22 | }}} |