Changes for page Dynamic Causal Modeling in Probabilistic Programming Languages
Last modified by mhashemi on 2025/05/09 17:29
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... ... @@ -24,7 +24,9 @@ 24 24 25 25 Stan: [[https:~~/~~/mc-stan.org/>>url:https://mc-stan.org/]] 26 26 27 +We have provided a taxonomy for model comparison tailored to algorithms: (1) adaptive Hamiltonian Monte Carlo, (2) automatic Laplace and (3) family of variational inference. We have provided solutions to address the deference by: 1) optimizing the hyperparameters, (2) leveraging initialization with prior information, (3) weighted stacking based on predictive accuracy. 27 27 29 + 28 28 Notebooks: 29 29 \\[[https:~~/~~/wiki.ebrains.eu/bin/view/Collabs/ebrains-task-3-3/Drive#notebooks/DCM_ERP_NumPyro>>https://wiki.ebrains.eu/bin/view/Collabs/ebrains-task-3-3/Drive#notebooks/DCM_ERP_NumPyro]] 30 30 \\Tutorial: ... ... @@ -31,7 +31,7 @@ 31 31 32 32 [[https:~~/~~/wiki.ebrains.eu/bin/view/Collabs/ebrains-task-3-3/Drive#notebooks/EITN_tutorial>>https://wiki.ebrains.eu/bin/view/Collabs/ebrains-task-3-3/Drive#notebooks/EITN_tutorial]] 33 33 34 -{{{@article{ Baldy2024AutoDCM,36 +{{{@article{AutoDCM, 35 35 title={Dynamic Causal Modeling in Probabilistic Programming Languages}, 36 36 author={Baldy, Nina and Woodman, Marmaduke and Jirsa, Viktor and Hashemi, Meysam}, 37 37 journal={bioRxiv},