Connectivity analysis in EEG data: a tutorial review of the state of the art and emerging trends

G Chiarion, L Sparacino, Y Antonacci, L Faes, L Mesin - Bioengineering, 2023‏ - mdpi.com
Understanding how different areas of the human brain communicate with each other is a
crucial issue in neuroscience. The concepts of structural, functional and effective …

Task-based dynamic functional connectivity: Recent findings and open questions

J Gonzalez-Castillo, PA Bandettini - Neuroimage, 2018‏ - Elsevier
The temporal evolution of functional connectivity (FC) within the confines of individual scans
is nowadays often explored with functional neuroimaging. This is particularly true for resting …

Real-time neuroimaging and cognitive monitoring using wearable dry EEG

TR Mullen, CAE Kothe, YM Chi, A Ojeda… - IEEE transactions on …, 2015‏ - ieeexplore.ieee.org
Goal: We present and evaluate a wearable high-density dry-electrode EEG system and an
open-source software framework for online neuroimaging and state classification. Methods …

Exploring convolutional neural network architectures for EEG feature extraction

I Rakhmatulin, MS Dao, A Nassibi, D Mandic - Sensors, 2024‏ - mdpi.com
The main purpose of this paper is to provide information on how to create a convolutional
neural network (CNN) for extracting features from EEG signals. Our task was to understand …

Electrophysiological brain connectivity: theory and implementation

B He, L Astolfi, PA Valdés-Sosa… - IEEE transactions on …, 2019‏ - ieeexplore.ieee.org
We review the theory and algorithms of electrophysiological brain connectivity analysis. This
tutorial is aimed at providing an introduction to brain functional connectivity from …

Brain functional and effective connectivity based on electroencephalography recordings: A review

J Cao, Y Zhao, X Shan, H Wei, Y Guo… - Human brain …, 2022‏ - Wiley Online Library
Functional connectivity and effective connectivity of the human brain, representing statistical
dependence and directed information flow between cortical regions, significantly contribute …

Source connectivity analysis with MEG and EEG

JM Schoffelen, J Gross - Human brain map**, 2009‏ - Wiley Online Library
Interactions between functionally specialized brain regions are crucial for normal brain
function. Magnetoencephalography (MEG) and electroencephalography (EEG) are …

A MATLAB toolbox for Granger causal connectivity analysis

AK Seth - Journal of neuroscience methods, 2010‏ - Elsevier
Assessing directed functional connectivity from time series data is a key challenge in
neuroscience. One approach to this problem leverages a combination of Granger causality …

Optical tomography: forward and inverse problems

SR Arridge, JC Schotland - Inverse problems, 2009‏ - iopscience.iop.org
This is a review of recent mathematical and computational advances in optical tomography.
We discuss the physical foundations of forward models for light propagation on microscopic …

[HTML][HTML] Frequency-dependent functional connectivity within resting-state networks: an atlas-based MEG beamformer solution

A Hillebrand, GR Barnes, JL Bosboom, HW Berendse… - Neuroimage, 2012‏ - Elsevier
The brain consists of functional units with more-or-less specific information processing
capabilities, yet cognitive functions require the co-ordinated activity of these spatially …