The reconstruction of equivalent underlying model based on direct causality for multivariate time series

L Xu, D Wang - PeerJ Computer Science, 2024 - peerj.com
This article presents a novel approach for reconstructing an equivalent underlying model
and deriving a precise equivalent expression through the use of direct causality topology …

Nonlinear Causality in Brain Networks: With Application to Motor Imagery vs Execution

S Aslan, H Ombao - arXiv preprint arXiv:2409.10374, 2024 - arxiv.org
One fundamental challenge of data-driven analysis in neuroscience is modeling causal
interactions and exploring the connectivity between nodes in a brain network. Various …

Optimal Multivariate Transfer Entropy to Determine Differences in Short and Long-Range EEG Connectivity in Children with ADHD and Healthy Children

A Ekhlasi, AM Nasrabadi, M Mohammadi - Frontiers in Biomedical …, 2024 - fbt.tums.ac.ir
The investigation of brain connectivity using electroencephalogram (EEG) is a valuable
method for studying mental disorders, such as Attention deficit/hyperactivity disorder …