Version 18.1 by mhashemi on 2020/06/25 14:18

Hide last authors
mhashemi 9.1 1 = Bayesian Virtual Epileptic Patient (BVEP) =
2
3
mhashemi 9.2 4 Bayesian Virtual Epileptic Patient (BVEP): a probabilistic framework designed to infer the spatial map of epileptogenicity in a personalized large-scale brain model of epilepsy spread by PPLs using No-U-Turn Sam- pler (NUTS) and Automatic Differentiation Variational Inference (ADVI).
mhashemi 9.1 5
mhashemi 9.2 6
mhashemi 9.1 7 Installation:
8
9 For simulation using TVB:
10
11 [[https:~~/~~/www.thevirtualbrain.org/tvb/zwei>>url:https://www.thevirtualbrain.org/tvb/zwei]]
12
13 For inference using Stan:
14
15 [[https:~~/~~/mc-stan.org/>>url:https://mc-stan.org/]]
16
17 For inference using PyMC3:
18
19 [[https:~~/~~/docs.pymc.io/>>url:https://docs.pymc.io/]]
20
21
mhashemi 9.2 22
mhashemi 9.1 23 Notebooks:
24
mhashemi 11.1 25 Bayesian inference of 2D Epileptor model:
mhashemi 9.1 26
mhashemi 16.1 27 [[https:~~/~~/lab.ebrains.eu/user/user-redirect/lab/tree/drive/Shared%20with%20all/Bayesian%20Virtual%20Epileptic%20Patient/BVEP_noncen_pymc3_patient1.ipynb>>url:https://lab.ebrains.eu/user/user-redirect/lab/tree/drive/Shared with all/Bayesian Virtual Epileptic Patient/BVEP_noncen_pymc3_patient1.ipynb]]
mhashemi 9.1 28
mhashemi 16.1 29
mhashemi 11.1 30 Cross-validation and hypothesis inference in 2D Epileptor model:
mhashemi 17.1 31
mhashemi 16.1 32 [[https:~~/~~/lab.ebrains.eu/user/user-redirectm/lab/tree/drive/Shared%20with%20all/Bayesian%20Virtual%20Epileptic%20Patient/EpileptorInferHyposPrior.ipynb>>url:https://lab.ebrains.eu/user/user-redirectm/lab/tree/drive/Shared with all/Bayesian Virtual Epileptic Patient/EpileptorInferHyposPrior.ipynb]]
mhashemi 9.1 33
34
mhashemi 11.1 35 Bayesian inference of VEP whole-brain network model:
mhashemi 9.1 36
mhashemi 16.1 37 [[https:~~/~~/lab.ebrains.eu/user/user-redirect/lab/tree/drive/Shared%20with%20all/Bayesian%20Virtual%20Epileptic%20Patient/FittingEpileptor2D.ipynb>>url:https://lab.ebrains.eu/user/user-redirect/lab/tree/drive/Shared with all/Bayesian Virtual Epileptic Patient/FittingEpileptor2D.ipynb]]