Last modified by mhashemi on 2022/06/21 12:37

From version 8.1
edited by mhashemi
on 2020/06/12 18:53
Change comment: There is no comment for this version
To version 9.1
edited by mhashemi
on 2020/06/12 18:58
Change comment: There is no comment for this version

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1 += Bayesian Virtual Epileptic Patient (BVEP) =
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3 +
4 +Bayesian Virtual Epileptic Patient (BVEP) to invert a individualized whole-brain model of epilepsy spread by PPLs using No-U-Turn Sam- pler (NUTS) and Automatic Differentiation Variational Inference (ADVI).
5 +
6 +Installation:
7 +
8 +For simulation using TVB:
9 +
10 +[[https:~~/~~/www.thevirtualbrain.org/tvb/zwei>>url:https://www.thevirtualbrain.org/tvb/zwei]]
11 +
12 +For inference using Stan:
13 +
14 +[[https:~~/~~/mc-stan.org/>>url:https://mc-stan.org/]]
15 +
16 +For inference using PyMC3:
17 +
18 +[[https:~~/~~/docs.pymc.io/>>url:https://docs.pymc.io/]]
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20 +
21 +Notebooks:
22 +
23 +Bayesian inference of Epiletor model:
24 +
25 +[[https:~~/~~/lab.ebrains.eu/user/mhashemi/lab/tree/drive/Shared%20with%20groups/Bayesian%20Virtual%20Epileptic%20Patient/FittingEpileptor2D.ipynb>>https://lab.ebrains.eu/user/mhashemi/lab/tree/drive/Shared%20with%20groups/Bayesian%20Virtual%20Epileptic%20Patient/FittingEpileptor2D.ipynb]]
26 +
27 +Cross-validation and hypothesis inference :
28 +
29 +[[https:~~/~~/lab.ebrains.eu/user/mhashemi/lab/tree/drive/Shared%20with%20groups/Bayesian%20Virtual%20Epileptic%20Patient/EpileptorInferHyposPrior.ipynb>>https://lab.ebrains.eu/user/mhashemi/lab/tree/drive/Shared%20with%20groups/Bayesian%20Virtual%20Epileptic%20Patient/EpileptorInferHyposPrior.ipynb]]
30 +
31 +Bayesian inference of VEP brain model:
32 +
1 1  [[https:~~/~~/lab.ebrains.eu/user/mhashemi/lab/tree/drive/Shared%20with%20groups/Bayesian%20Virtual%20Epileptic%20Patient/BVEP_noncen_pymc3_patient1.ipynb>>https://lab.ebrains.eu/user/mhashemi/lab/tree/drive/Shared%20with%20groups/Bayesian%20Virtual%20Epileptic%20Patient/BVEP_noncen_pymc3_patient1.ipynb]]