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Found 3 papers, 1 papers with code
Forecasting Brain Activity Based on Models of Spatio-Temporal Brain Dynamics: A Comparison of Graph Neural Network Architectures
We evaluate the performance of the GNN models on a variety of scenarios in MRI studies and also compare it to a VAR model, which is currently often used for directed functional connectivity analysis.
A Graph Neural Network Framework for Causal Inference in Brain Networks
Moreover, dynamic interactions between different brain regions learned by this data-driven approach can provide a multi-modal measure of causal connectivity strength.
A constrained ICA-EMD Model for Group Level fMRI Analysis
The results of the proposed workflow are then compared to those obtained by a widely used group ICA approach for fMRI analysis.
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