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GitHub topics: brain-networks

HennyJie/BrainGB

Officially Accepted to IEEE Transactions on Medical Imaging (TMI, IF: 11.037) - Special Issue on Geometric Deep Learning in Medical Imaging.

Language: MATLAB - Size: 820 KB - Last synced at: 5 days ago - Pushed at: about 1 year ago - Stars: 192 - Forks: 41

netneurolab/netneurotools

Useful tools from the Network Neuroscience Lab

Language: Python - Size: 790 KB - Last synced at: 13 days ago - Pushed at: 4 months ago - Stars: 68 - Forks: 34

rq-Chen/rq-Chen.github.io

Ruiqi's personal website

Language: HTML - Size: 388 MB - Last synced at: 19 days ago - Pushed at: 19 days ago - Stars: 2 - Forks: 1

jcasasr/CVC_BrainNetsGNNs

we present a comparative study of various methodologies for processing brain network data with the aim of classifying subjects using Graph Neural Networks (GNNs). Specifically, we explore different strategies for constructing informative graph representations to distinguish people with multiple sclerosis (MS) from healthy controls.

Language: Python - Size: 30.3 KB - Last synced at: 29 days ago - Pushed at: 29 days ago - Stars: 0 - Forks: 0

braindynamicslab/dyneusr

Dynamical Neuroimaging Spatiotemporal Representations (DyNeuSR)

Language: Python - Size: 24.3 MB - Last synced at: 11 days ago - Pushed at: over 1 year ago - Stars: 48 - Forks: 16

cabal-cmu/Feedback-Discovery

Repository for Sanchez-Romero, R., Ramsey, J. D., Zhang, K., Glymour, M. R., Huang, B., & Glymour, C. (2019). Estimating feedforward and feedback effective connections from fMRI time series: Assessments of statistical methods. Network Neuroscience, https://doi.org/10.1162/netn_a_00061

Size: 8.79 KB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 1

brain-modelling-group/neural-flows

Estimation, analysis and decomposition of brainwave spatiotemporal dynamics

Language: MATLAB - Size: 28.9 MB - Last synced at: 12 days ago - Pushed at: almost 4 years ago - Stars: 28 - Forks: 12

favour-nerrise/xGW-GAT

An Explainable Geometric-Weighted Graph Attention Network (xGW-GAT) for Identifying Functional Networks Associated with Gait Impairment

Language: Python - Size: 70.3 KB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 13 - Forks: 2

NeuroLIAA/fmri-long-covid

fMRI data analysis of long-covid patients

Language: Python - Size: 49 MB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 0 - Forks: 0

mychan24/system-segregation-and-graph-tools

System segregation (see Chan et al. 2014 PNAS) and RSFC brain network tools

Language: MATLAB - Size: 67.4 KB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 5 - Forks: 4

HySonLab/TWGNN

Fast Temporal Wavelet Graph Neural Networks (NeurIPS 2023)

Language: Python - Size: 93.1 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 6 - Forks: 3

basiralab/4D-FedGNN-Plus

Federating temporally-varying graph timeseries

Language: Jupyter Notebook - Size: 455 MB - Last synced at: about 1 year ago - Pushed at: over 1 year ago - Stars: 6 - Forks: 3

wmotte/deaf_mst

Functional connectivity and brain networks in deaf and hearing

Language: R - Size: 1.5 MB - Last synced at: about 1 year ago - Pushed at: about 5 years ago - Stars: 1 - Forks: 0

mychan24/Chan_RSFC_Nodes

Resting-state Functional Correlation (RSFC) node set (Chan et al. 2014 PNAS)

Language: Shell - Size: 788 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 1

mychan24/r-for-brain-network

Analyze brain surface/volume (gifti, cifti, nifti) in R and extract networks

Language: HTML - Size: 203 MB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 10 - Forks: 3

lmeliega/MorphoConnect

MATLAB Toolbox for studying Brain Networks of anatomical/functional covariance.

Language: MATLAB - Size: 2.07 MB - Last synced at: over 1 year ago - Pushed at: about 5 years ago - Stars: 2 - Forks: 3

basiralab/BrainNet-ML-ToolBox

Python Machine Learning Toolbox for Brain Network Classification. Source codes are included of the top 20 teams in the Kaggle competition.

Language: Python - Size: 830 KB - Last synced at: over 1 year ago - Pushed at: almost 5 years ago - Stars: 36 - Forks: 11

alruizzo/interFC

Between-network functional connectivity across frequency bins described in Küchenhoff et al. (2021), European Journal of Neuroscience.

Language: MATLAB - Size: 21.5 KB - Last synced at: over 1 year ago - Pushed at: about 4 years ago - Stars: 1 - Forks: 0

alruizzo/A-MTL

Analysis scripts used to analyze the local and global functional connectivity of the medial temporal lobe including the amygdala ('A-MTL') described in Ruiz-Rizzo et al. (2020), NeuroImage.

Language: Shell - Size: 15.6 KB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 1 - Forks: 0

Owen-Yang-18/BrainNN-PreTrain

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''

Language: Python - Size: 21.9 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 6 - Forks: 1

sheryl-ai/MVGCN

Multi-View Graph Convolutional Network and Its Applications on Neuroimage Analysis for Parkinson's Disease (AMIA 2018)

Language: Python - Size: 6.81 MB - Last synced at: over 1 year ago - Pushed at: about 5 years ago - Stars: 95 - Forks: 17

basiralab/DGN

How to fuse a population of graphs into a single one using graph neural networks?

Language: Python - Size: 7.69 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 16 - Forks: 10

smlacava/Horme

HORME: Handler for the Observable Rotating Motion of the Encephalos

Language: MATLAB - Size: 11.9 MB - Last synced at: over 1 year ago - Pushed at: about 3 years ago - Stars: 1 - Forks: 0

hurtb777/pyBrainNetSim

Neurobiologically inspired neural network models simulating, evolving, and solving tasks. Created to help understand the dynamic nature of neural networks and how our brain networks are able to adapt to changing stimuli

Language: Python - Size: 3.25 MB - Last synced at: almost 2 years ago - Pushed at: about 8 years ago - Stars: 0 - Forks: 1

braindynamicslab/neumapper

A scalable Mapper algorithm for neuroimaging data analysis

Language: MATLAB - Size: 16 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 4 - Forks: 0

sheryl-ai/MemGCN

Integrative Analysis of Patient Health Records and Neuroimages via Memory-based Graph Convolutional Network (ICDM 2018 full paper)

Language: Python - Size: 13.6 MB - Last synced at: over 1 year ago - Pushed at: about 6 years ago - Stars: 45 - Forks: 18

laplcebeltrami/sphericalMDS

Embedding of Functional Human Brain Networks on a Sphere

Language: MATLAB - Size: 21.8 MB - Last synced at: about 2 years ago - Pushed at: almost 3 years ago - Stars: 1 - Forks: 0

basiralab/MGN-Net

MGN-Net: A novel Graph Neural Network for integrating heterogenous graph population derived from multiple sources.

Language: Python - Size: 6.63 MB - Last synced at: about 2 years ago - Pushed at: almost 3 years ago - Stars: 6 - Forks: 4

basiralab/FS-Select

FS-Select identifies the best feature selection (FS) method for a given dataset from a pool of FS methods.

Language: Jupyter Notebook - Size: 1.2 MB - Last synced at: about 2 years ago - Pushed at: almost 5 years ago - Stars: 6 - Forks: 2

basiralab/MultigraphGNet

Predicting multigraph brain population from a single graph

Language: Python - Size: 2.39 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 5 - Forks: 1

basiralab/ABMT

ABMT (Adversarial Brain Multiplex Translator) for brain graph translation using geometric generative adversarial network (gGAN).

Language: Python - Size: 17.7 MB - Last synced at: about 2 years ago - Pushed at: over 4 years ago - Stars: 6 - Forks: 2

basiralab/L2S-KDnet

L2S-KDNet for super-resolving brain graphs using teacher-student network

Language: Python - Size: 11.9 MB - Last synced at: about 2 years ago - Pushed at: over 3 years ago - Stars: 2 - Forks: 1

laplcebeltrami/orderstat

Topological data analysis of brain networks through order statistics

Language: MATLAB - Size: 13 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 1

ColeLab/ActFlowCategories

Publicly available code for "Distributed network processes account for the majority of variance in localized visual category selectivity", Cocuzza et al., 2022.

Language: Jupyter Notebook - Size: 477 MB - Last synced at: almost 2 years ago - Pushed at: about 3 years ago - Stars: 0 - Forks: 0

basiralab/netNorm-PY

netNorm (network normalization) framework for multi-view network integration (or fusion), recoded up in Python by Ahmed Nebli.

Language: Python - Size: 1.14 MB - Last synced at: about 2 years ago - Pushed at: almost 5 years ago - Stars: 5 - Forks: 2

basiralab/TIS-Net

Intermodalitty graph superresolution.

Language: Python - Size: 20.6 MB - Last synced at: about 2 years ago - Pushed at: over 3 years ago - Stars: 1 - Forks: 2

M-torki/NeuroMLNet

Autism classifier using fMRI networks and Structural Balance Theory features

Language: Jupyter Notebook - Size: 167 KB - Last synced at: 6 months ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 0

basiralab/IMANGraphNet

Non-isomorphic Inter-modality Graph Alignment and Synthesis.

Language: Python - Size: 1.48 MB - Last synced at: about 2 years ago - Pushed at: over 3 years ago - Stars: 1 - Forks: 1

basiralab/RESNets

Residual Embedding Similarity-based Network Selection (RESNets) for forecasting network dynamics.

Language: Python - Size: 1.23 MB - Last synced at: about 2 years ago - Pushed at: almost 4 years ago - Stars: 3 - Forks: 2

brain-modelling-group/stochastic-sync

Code supporting 'Stochastic synchronization of dynamics on the human connectome'

Language: MATLAB - Size: 1.26 GB - Last synced at: over 1 year ago - Pushed at: almost 4 years ago - Stars: 3 - Forks: 4

basiralab/SM-netFusion

SM-NetFusion for supervised multi-topology network cross-diffusion.

Language: MATLAB - Size: 127 MB - Last synced at: about 2 years ago - Pushed at: over 4 years ago - Stars: 2 - Forks: 2

MateJozsaPhys/CNDinvestigation

Opportunities and challenges in partitioning the graph measure space of real-world networks

Language: Jupyter Notebook - Size: 7.82 MB - Last synced at: about 2 years ago - Pushed at: over 4 years ago - Stars: 0 - Forks: 0

brain-modelling-group/geomsurr Fork of breakspear/geomsurr

Generate random surrogate weighted networks that preserve the effect of distance on the weights.

Language: MATLAB - Size: 2.93 KB - Last synced at: almost 2 years ago - Pushed at: over 8 years ago - Stars: 1 - Forks: 1

Related Keywords
brain-networks 43 brain-connectivity 13 graph-neural-networks 11 network-neuroscience 8 machine-learning 6 resting-state-fmri 5 neuroimaging 5 brain-imaging 5 cognitive-neuroscience 4 graph-convolutional-networks 4 gnn 4 network-analysis 4 geometric-deep-learning 4 generative-learning 3 fmri 3 network-fusion 3 network-integration 3 topological-data-analysis 3 brain-disorders 3 classification 3 connectome 3 neuroscience 3 feature-selection 3 deep-learning 3 functional-connectivity 3 brain 2 pytorch-geometric 2 graph-integration 2 cbt 2 complex-networks 2 super-resolution 2 graph-superresolution 2 connectional-brain-template 2 sample-selection 2 feature-extraction 2 machine-learning-algorithms 2 ai4health 2 superresolution 2 pytorch 2 predictive-learning 2 domain-alignment 2 biomarker-discovery 2 brain-dynamics 2 graph-embedding 2 mapper-algorithm 2 teacher-student-learning 1 visual-processing 1 connectome-mapping 1 high-order-connectivity 1 data-generation 1 multi-view-networks 1 multigraph-fusion 1 multigraph-integration 1 brain-network 1 brain-graph-translation 1 multigraph-generation 1 medical-dataset 1 graph-attention-networks 1 order-statistics 1 persistent-homology 1 brain-modeling 1 knowledge-distillation 1 distributed-brain-procesess 1 predictive-intelligence 1 local-versus-distributed 1 predicting-brain-multiplexes 1 multiplex 1 morphological-brain-multiplexes 1 graph-generation 1 neuroscience-methods 1 generative-adversarial-network 1 gender-classification 1 predictive-modeling 1 gan 1 semantic-categories 1 vision-neuroscience 1 graph-data 1 graph-diffusion 1 graph-topology 1 network-atlas 1 sm-netfusion 1 supervised-learning 1 affiliation-networks 1 igraph 1 metabolic-networks 1 network-classification 1 network-measures 1 networks 1 networkx 1 ppi-networks 1 relevant-feature-analysis 1 skewed-data 1 social-networks 1 transportation-networks 1 unbalanced-datasets 1 web-networks 1 geometry 1 graph-theory 1 network-normalization 1 deep-graph-normalizer 1