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Connectivity analysis in EEG data: a tutorial review of the state of the art and emerging trends
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 …
crucial issue in neuroscience. The concepts of structural, functional and effective …
Task-based dynamic functional connectivity: Recent findings and open questions
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 …
is nowadays often explored with functional neuroimaging. This is particularly true for resting …
Real-time neuroimaging and cognitive monitoring using wearable dry EEG
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 …
open-source software framework for online neuroimaging and state classification. Methods …
Exploring convolutional neural network architectures for EEG feature extraction
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 …
neural network (CNN) for extracting features from EEG signals. Our task was to understand …
Electrophysiological brain connectivity: theory and implementation
We review the theory and algorithms of electrophysiological brain connectivity analysis. This
tutorial is aimed at providing an introduction to brain functional connectivity from …
tutorial is aimed at providing an introduction to brain functional connectivity from …
Brain functional and effective connectivity based on electroencephalography recordings: A review
Functional connectivity and effective connectivity of the human brain, representing statistical
dependence and directed information flow between cortical regions, significantly contribute …
dependence and directed information flow between cortical regions, significantly contribute …
Source connectivity analysis with MEG and EEG
Interactions between functionally specialized brain regions are crucial for normal brain
function. Magnetoencephalography (MEG) and electroencephalography (EEG) are …
function. Magnetoencephalography (MEG) and electroencephalography (EEG) are …
A MATLAB toolbox for Granger causal connectivity analysis
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 …
neuroscience. One approach to this problem leverages a combination of Granger causality …
Optical tomography: forward and inverse problems
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 …
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
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 …
capabilities, yet cognitive functions require the co-ordinated activity of these spatially …