brain-networks
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Officially Accepted to IEEE Transactions on Medical Imaging (TMI, IF: 11.037) - Special Issue on Geometric Deep Learning in Medical Imaging.
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Apr 6, 2024 - MATLAB
Multi-View Graph Convolutional Network and Its Applications on Neuroimage Analysis for Parkinson's Disease (AMIA 2018)
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Mar 28, 2020 - Python
Useful tools from the Network Neuroscience Lab
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Jan 27, 2025 - Python
Dynamical Neuroimaging Spatiotemporal Representations (DyNeuSR)
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Dec 12, 2023 - Python
Integrative Analysis of Patient Health Records and Neuroimages via Memory-based Graph Convolutional Network (ICDM 2018 full paper)
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May 8, 2019 - Python
Python Machine Learning Toolbox for Brain Network Classification. Source codes are included of the top 20 teams in the Kaggle competition.
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Jun 2, 2020 - Python
Estimation, analysis and decomposition of brainwave spatiotemporal dynamics
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Jul 6, 2021 - MATLAB
How to fuse a population of graphs into a single one using graph neural networks?
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Oct 24, 2023 - Python
Implementations for CHIL 2023 paper ''PTGB: Pre-Train Graph Neural Networks for Brain Network Analysis'' and KDD 2022 paper ''Data-Efficient Brain Connectome Analysis via Multi-Task Meta-Learning''
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Sep 25, 2023 - Python
An Explainable Geometric-Weighted Graph Attention Network (xGW-GAT) for Identifying Functional Networks Associated with Gait Impairment
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Dec 5, 2024 - Python
MGN-Net: A novel Graph Neural Network for integrating heterogenous graph population derived from multiple sources.
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Jun 6, 2022 - Python
Analyze brain surface/volume (gifti, cifti, nifti) in R and extract networks
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Oct 4, 2022 - HTML
Predicting multigraph brain population from a single graph
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Dec 10, 2022 - Python
Federating temporally-varying graph timeseries
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Sep 10, 2023 - Jupyter Notebook
ABMT (Adversarial Brain Multiplex Translator) for brain graph translation using geometric generative adversarial network (gGAN).
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Sep 20, 2020 - Python
FS-Select identifies the best feature selection (FS) method for a given dataset from a pool of FS methods.
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Jun 2, 2020 - Jupyter Notebook
A scalable Mapper algorithm for neuroimaging data analysis
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Mar 8, 2024 - MATLAB
System segregation (see Chan et al. 2014 PNAS) and RSFC brain network tools
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Oct 15, 2024 - MATLAB
Fast Temporal Wavelet Graph Neural Networks (NeurIPS 2023)
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Aug 10, 2024 - Python
Topological Learning for Brain Networks (Annals of Applied Statistics; MICCAI 2021)
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Sep 30, 2021 - C++
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