Last modified by mhashemi on 2024/12/03 18:26
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... ... @@ -1,35 +1,28 @@ 1 -(% class="jumbotron" %) 2 -((( 3 -(% class="container" %) 4 -((( 5 -= My Collab's Extended Title = 1 +This tool was developed at INS in Marseille. 2 +Authors: M Hashemi, A Ziaeemehr, MM Woodman, J Fousek, S Petkoski, VK Jirsa 6 6 7 -My collab's subtitle 8 -))) 9 -))) 4 +Virtual Brain Models imply latent nonlinear state space models 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 9 +functional features allows for accurate estimation of generative parameters in brain disorders. 10 10 11 -(% class="row" %) 12 -((( 13 -(% class="col-xs-12 col-sm-8" %) 14 -((( 15 -= What can I find here? = 16 16 17 -* Notice how the table of contents on the right 18 -* is automatically updated 19 -* to hold this page's headers 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]] 20 20 21 -= Who has access? = 14 +(% style="text-align: justify;" %) 15 +Ref: [[https:~~/~~/iopscience.iop.org/article/10.1088/2632-2153/ad6230>>https://iopscience.iop.org/article/10.1088/2632-2153/ad6230]] 22 22 23 -Describe the audience of this collab. 24 -))) 25 - 26 - 27 -(% class="col-xs-12 col-sm-4" %) 28 -((( 29 -{{box title="**Contents**"}} 30 -{{toc/}} 31 -{{/box}} 32 - 33 - 34 -))) 35 -))) 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 +}}}
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