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brain connectivity

32 papers

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Also known as

FMRI

Co-occurring keywords

functional connectivity (32) graph neural network (3945) fmri analysis (61) graphical model (863) effective connectivity (6) causal discovery (459) functional magnetic resonance imaging (40) causal inference (1619) tensor decomposition (374) functional data analysis (35)

Papers

Exponential Family Graphical Models: Correlated Replicates and Unmeasured Confounders, with Applications to fMRI Data JMLR 2025
Extracting the Multiscale Causal Backbone of Brain Dynamics CLEAR 2024
$\textit{NeuroPath}$: A Neural Pathway Transformer for Joining the Dots of Human Connectomes NIPS 2024
A Deep Probabilistic Spatiotemporal Framework for Dynamic Graph Representation Learning with Application to Brain Disorder Identification IJCAI 2024
Auditory Spatial Attention Detection Based on Feature Disentanglement and Brain Connectivity-Informed Graph Neural Networks INTERSPEECH 2024
MetaRLEC: Meta-Reinforcement Learning for Discovery of Brain Effective Connectivity AAAI 2024
An information-theoretic quantification of the content of communication between brain regions NIPS 2023
NeuroGraph: Benchmarks for Graph Machine Learning in Brain Connectomics NIPS 2023
The Functional LiNGAM PGM 2022
FuDGE: A Method to Estimate a Functional Differential Graph in a High-Dimensional Setting JMLR 2022
The Sylvester Graphical Lasso (SyGlasso) AISTATS 2020
GraphSleepNet: Adaptive Spatial-Temporal Graph Convolutional Networks for Sleep Stage Classification IJCAI 2020
EC-GAN: Inferring Brain Effective Connectivity via Generative Adversarial Networks AAAI 2020
ReAl-LiFE: Accelerating the Discovery of Individualized Brain Connectomes on GPUs AAAI 2019
Direct Estimation of Differential Functional Graphical Models NIPS 2019
Modeling Dynamic Functional Connectivity with Latent Factor Gaussian Processes NIPS 2019
Revealing Spatiotemporal Brain Dynamics of Speech Production Based on EEG and Eye Movement INTERSPEECH 2018
Detrended Partial Cross Correlation for Brain Connectivity Analysis NIPS 2017
GP CaKe: Effective brain connectivity with causal kernels NIPS 2017
Time-dependent spatially varying graphical models, with application to brain fMRI data analysis NIPS 2017
Unified representation of tractography and diffusion-weighted MRI data using sparse multidimensional arrays NIPS 2017
Latent Variable Graphical Model Selection Using Harmonic Analysis: Applications to the Human Connectome Project (HCP) CVPR 2016
High resolution neural connectivity from incomplete tracing data using nonnegative spline regression NIPS 2016
A state-space model of cross-region dynamic connectivity in MEG/EEG NIPS 2016
Coupled Harmonic Bases for Longitudinal Characterization of Brain Networks CVPR 2016