Last modified by mhashemi on 2024/12/03 18:26

From version 17.1
edited by mhashemi
on 2024/12/03 18:26
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To version 13.1
edited by mhashemi
on 2024/11/27 18:07
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1 -This tool was developed at INS in Marseille.
2 -Authors: M Hashemi, A Ziaeemehr, MM Woodman, J Fousek, S Petkoski, VK Jirsa
3 -
4 -Virtual Brain Models imply latent nonlinear state space models
1 +{{{Virtual Brain Models imply latent nonlinear state space models
5 5  driven by noise and network input, necessitating advanced probabilistic
6 -machine learning techniques for widely applicable Bayesian estimation.
7 -Here we present Simulation-based Inference on Virtual Brain Models (SBI-VBMs),
8 -and demonstrate that training deep neural networks on both spatio-temporal and
3 +machine learning techniques for widely applicable Bayesian estimation.
4 +Here we present Simulation-based Inference on Virtual Brain Models (SBI-VBMs),
5 +and demonstrate that training deep neural networks on both spatio-temporal and
9 9  functional features allows for accurate estimation of generative parameters in brain disorders.
10 10  
11 11  
12 -Code: [[https:~~/~~/wiki.ebrains.eu/bin/view/Collabs/ebrains-task-3-3/Drive#notebooks/SBI-VBM>>https://wiki.ebrains.eu/bin/view/Collabs/ebrains-task-3-3/Drive#notebooks/SBI-VBM]]
9 +Code: }}}
13 13  
11 +
14 14  (% style="text-align: justify;" %)
15 15  Ref: [[https:~~/~~/iopscience.iop.org/article/10.1088/2632-2153/ad6230>>https://iopscience.iop.org/article/10.1088/2632-2153/ad6230]]
16 -
17 -{{{
18 -@article{SBI-VBM,
19 - title={Simulation-based inference on virtual brain models of disorders},
20 - author={Hashemi, Meysam and Ziaeemehr, Abolfazl and Woodman, Marmaduke M and Fousek, Jan and Petkoski, Spase and Jirsa, Viktor K},
21 - journal={Machine Learning: Science and Technology},
22 - volume={5},
23 - number={3},
24 - pages={035019},
25 - year={2024},
26 - publisher={IOP Publishing}
27 -}
28 -}}}