Machine learning for NeuroImaging in Python
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Updated
Jun 4, 2024 - Python
Machine learning for NeuroImaging in Python
Muse 2016 EEG Headset JavaScript Library (using Web Bluetooth)
Graph theory analysis of brain MRI data
A Reproducible Workflow for Structural and Functional Connectome Ensemble Learning
Frequency domain estimation and functional and directed connectivity analysis tools for electrophysiological data
A review of papers proposing novel GNN methods with application to brain connectivity published in 2017-2020.
GNU Octave library for connectivity analysis in large fMRI datasets
Regression Graph Neural Network (regGNN) for cognitive score prediction.
How to fuse a population of graphs into a single one using graph neural networks?
Python Machine Learning Toolbox for Brain Network Classification. Source codes are included of the top 20 teams in the Kaggle competition.
The Brain Activity Flow ("Actflow") Toolbox. Tools to quantify the relationship between connectivity and task activity through network simulations and machine learning prediction. Helps determine how connections contribute to specific brain functions.
Pythonic implementation of the Phase Transfer Entropy method using NumPy and SciPy
Essential Motor Cortex Signal Processing MATLAB Toolbox which implements various methods for three major aspects of investigating human motor cortex from Neuroscience view point: (1) ERP estimation and quantification, (2) Cortical Functional Connectivity analysis and (3) EMG quantification
MGN-Net: A novel Graph Neural Network for integrating heterogenous graph population derived from multiple sources.
Cloud Based Interactive Visualization of Tractography Brain Connectome (CIVILITY) is an interactive visualization tool of brain connectome in the web.
MultiGraphGAN for predicting multiple target graphs from a source graph using geometric deep learning.
Federated multigraph integration with application to connectional brain template estimation.
ATHENA (Automatic Toolbox for Handling Experimental Neural Analysis)
Brain Network Toolbox
CONnectivity ANalysis tools in Matlab
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