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Top 5 brain-connectivity open source projects

spectral connectivity

Frequency domain estimation and functional and directed connectivity analysis tools for electrophysiological data

✭ 57

python neuroscience spectrogram electrophysiology coherence frequency-domain brain-connectivity multitaper connectivity-measures canonical-coherence phase-lag-index spectral-granger-causality global-coherence

GNNs-in-Network-Neuroscience

A review of papers proposing novel GNN methods with application to brain connectivity published in 2017-2020.

✭ 92

biomarker gans brain-connectivity geometric-deep-learning gnns network-neuroscience gnn graph-neural-network graph-fusion graph-synthesis graph-prediction brain-disorders graph-superresolution predictive-intelligence graph-integration graph-timeseries brain-gnn

Graph theory analysis of brain MRI data

✭ 136

r statistics neuroscience mri graph-theory neuroimaging complex-networks fmri network-analysis connectomics brain-imaging connectome brain-connectivity tractography

MultiGraphGAN for predicting multiple target graphs from a source graph using geometric deep learning.

✭ 16

python generative-adversarial-network gan graph-generation brain-connectivity predictive-learning geometric-deep-learning multimodal-deep-learning multi-view-learning brain-graphs predictive-intelligence source-graph target-graph morphological-brain-networks

A Reproducible Workflow for Structural and Functional Connectome Ensemble Learning

✭ 114

python workflow optimization networkx ensemble-learning networks fmri decision-trees nilearn fuzzy-logic multiverse brain-connectivity tractography nipype dipy gridsearch graph-neural-networks dmri ensemble-sampling

1-5 of 5 brain-connectivity projects