Machine learning for NeuroImaging in Python
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Dec 24, 2024 - Python
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brain-connectivity
Here are 77 public repositories matching this topic...
Muse 2016 EEG Headset JavaScript Library (using Web Bluetooth)
eeg typescript-library web-bluetooth eeg-data bci brain-computer-interface eeg-headband eeg-headset brain-connectivity
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Sep 25, 2024 - TypeScript
A review of papers proposing novel GNN methods with application to brain connectivity published in 2017-2020.
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
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Feb 27, 2023
Graph theory analysis of brain MRI data
r statistics neuroscience mri graph-theory neuroimaging complex-networks fmri network-analysis connectomics brain-imaging connectome brain-connectivity tractography
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Feb 20, 2024 - R
Frequency domain estimation and functional and directed connectivity analysis tools for electrophysiological data
python neuroscience spectrogram electrophysiology coherence frequency-domain brain-connectivity multitaper connectivity-measures canonical-coherence phase-lag-index spectral-granger-causality global-coherence
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Nov 2, 2023 - Python
A Reproducible Workflow for Structural and Functional Connectome Ensemble Learning
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
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Feb 1, 2024 - Python
Regression Graph Neural Network (regGNN) for cognitive score prediction.
regression brain-connectivity symmetric-positive-definite network-neuroscience riemannian-manifold graph-neural-networks gnn sample-selection cognitive-score matrix-parallel-transport geodesic-transport
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Apr 19, 2023 - Python
Python Machine Learning Toolbox for Brain Network Classification. Source codes are included of the top 20 teams in the Kaggle competition.
machine-learning machine-learning-algorithms feature-selection feature-extraction classification dimensionality-reduction data-processing brain-connectivity brain-networks brain-disorders
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Jun 2, 2020 - Python
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.
machine-learning neural-networks neuroimaging simulations fmri brain-connectivity brainweb activity-flow
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Jun 27, 2024 - Python
GNU Octave library for connectivity analysis in large fMRI datasets
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Oct 11, 2022 - MATLAB
How to fuse a population of graphs into a single one using graph neural networks?
machine-learning-algorithms network-analysis cbt brain-connectivity geometric-deep-learning brain-networks graph-neural-networks gnn network-integration network-fusion graph-fusion graph-integration brain-gnn atlas-learning
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Oct 24, 2023 - Python
Pythonic implementation of the Phase Transfer Entropy method using NumPy and SciPy
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Oct 31, 2024 - Python
MultiGraphGAN for predicting multiple target graphs from a source graph using geometric deep learning.
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
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Apr 2, 2023 - Python
Brain Network Toolbox
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Jul 27, 2022 - MATLAB
Graph SuperResolution Network using geometric deep learning.
data-generation brain-connectivity generative-models u-net deep-learning-architectures predictive-learning geometric-deep-learning network-neuroscience brain-graphs graph-superresolution gsr-net resolution-connectomes predictive-intelligence
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Jan 25, 2021 - Python
HCAE (HyperConnectome AutoEncoder) for brain state identification.
brain-connectivity graph-embedding morphological-brain-networks hyperconnectome hyperconnectivity hyperconnectome-autoencoder hypergraph-embedding multiview-graph distribution-alignment hypergraph-convolutional-layers hypergraph-autoencoding
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Oct 19, 2020 - Python
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
erp eeg erd ers matlab-functions emg brain-computer-interface event-related-potentials brain-connectivity user-manual functional-connectivity electroencephalogram time-frequency-analysis event-related-synchronization event-related-desynchronization erp-time-dynamics cortical-functional-connectivity electromyogram emg-quantification free-toolbox
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Jul 22, 2019 - MATLAB
Brain Analysis using Graph Theory
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Jul 5, 2019 - MATLAB
MGN-Net: A novel Graph Neural Network for integrating heterogenous graph population derived from multiple sources.
data-integration brain-connectivity biological-networks data-fusion multigraph network-neuroscience brain-networks graph-neural-networks graph-normalizer multiview-networks graph-integration connectomes
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Jun 6, 2022 - Python
Predicting multigraph brain population from a single graph
deep-learning network-analysis connectomics brain-connectivity predictive-learning geometric-deep-learning network-neuroscience medical-dataset brain-networks graph-neural-networks gnn graph-augmentation generative-learning multigraph-generation brain-mapping
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Dec 10, 2022 - Python
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