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 …
Linking attention-based multiscale CNN with dynamical GCN for driving fatigue detection
H Wang, L Xu, A Bezerianos, C Chen… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Electroencephalography (EEG) signals have been proven to be one of the most predictive
and reliable indicators for estimating driving fatigue state. However, how to make full use of …
and reliable indicators for estimating driving fatigue state. However, how to make full use of …
Self-attentive channel-connectivity capsule network for EEG-based driving fatigue detection
C Chen, Z Ji, Y Sun, A Bezerianos… - … on Neural Systems …, 2023 - ieeexplore.ieee.org
Deep neural networks have recently been successfully extended to EEG-based driving
fatigue detection. Nevertheless, most existing models fail to reveal the intrinsic inter-channel …
fatigue detection. Nevertheless, most existing models fail to reveal the intrinsic inter-channel …
EEG driving fatigue detection with PDC-based brain functional network
In EEG based driving fatigue detection, the redundant EEG channels would increase the
probability of introducing noise and heaving calculation burden. Aiming at this point, we built …
probability of introducing noise and heaving calculation burden. Aiming at this point, we built …
Measuring time-varying information flow in scalp EEG signals: orthogonalized partial directed coherence
This study aimed to develop a time–frequency method for measuring directional interactions
over time and frequency from scalp-recorded electroencephalographic (EEG) signals in a …
over time and frequency from scalp-recorded electroencephalographic (EEG) signals in a …
Delta-gamma phase-amplitude coupling as a biomarker of postictal generalized EEG suppression
Postictal generalized EEG suppression is the state of suppression of electrical activity at the
end of a seizure. Prolongation of this state has been associated with increased risk of …
end of a seizure. Prolongation of this state has been associated with increased risk of …
Partial directed coherence based graph convolutional neural networks for driving fatigue detection
The mental state of a driver can be accurately and reliably evaluated by detecting the
driver's electroencephalogram (EEG) signals. However, traditional machine learning and …
driver's electroencephalogram (EEG) signals. However, traditional machine learning and …
[HTML][HTML] Comparison of EEG-features and classification methods for motor imagery in patients with disorders of consciousness
Y Höller, J Bergmann, A Thomschewski, M Kronbichler… - PloS one, 2013 - journals.plos.org
Current research aims at identifying voluntary brain activation in patients who are
behaviorally diagnosed as being unconscious, but are able to perform commands by …
behaviorally diagnosed as being unconscious, but are able to perform commands by …
Betweenness centrality of intracranial electroencephalography networks and surgical epilepsy outcome
BT Grobelny, D London, TC Hill, E North, P Dugan… - Clinical …, 2018 - Elsevier
Objective We sought to determine whether the presence or surgical removal of certain
nodes in a connectivity network constructed from intracranial electroencephalography …
nodes in a connectivity network constructed from intracranial electroencephalography …
[HTML][HTML] Characterization of the stages of creative writing with mobile eeg using generalized partial directed coherence
JG Cruz-Garza, A Sujatha Ravindran… - Frontiers in human …, 2020 - frontiersin.org
Two stages of the creative writing process were characterized through mobile scalp
electroencephalography (EEG) in a 16-week creative writing workshop. Portable dry EEG …
electroencephalography (EEG) in a 16-week creative writing workshop. Portable dry EEG …