Prediction of microsleeps using pairwise joint entropy and mutual information between EEG channels
A Baseer, SJ Weddell, RD Jones - 2017 39th Annual …, 2017 - ieeexplore.ieee.org
Microsleeps are involuntary and brief instances of complete loss of responsiveness, typically
of 0.5-15 s duration. They adversely affect performance in extended attention-driven jobs …
of 0.5-15 s duration. They adversely affect performance in extended attention-driven jobs …
Bayesian multi-subject factor analysis to predict microsleeps from EEG power spectral features
R Shoorangiz, SJ Weddell… - 2017 39th Annual …, 2017 - ieeexplore.ieee.org
Prediction of an imminent microsleep has the potential to save lives and prevent
catastrophic accidents. A microsleep is a brief episode of unintentional unconsciousness …
catastrophic accidents. A microsleep is a brief episode of unintentional unconsciousness …
Ensemble learning based on overlapping clusters of subjects to predict microsleep states from EEG
Microsleeps are brief and involuntary instances of complete loss of sleep-related
consciousness. We present a novel approach of creating overlapping clusters of subjects …
consciousness. We present a novel approach of creating overlapping clusters of subjects …
Predicting microsleep states using EEG inter-channel relationships
A microsleep is a brief and an involuntary sleep-related loss of consciousness of up to 15 s.
We investigated the performances of seven pairwise inter-channel relationships-covariance …
We investigated the performances of seven pairwise inter-channel relationships-covariance …
[PDF][PDF] Prediction of microsleeps using EEG inter-channel relationships
AB Buriro - 2019 - ir.canterbury.ac.nz
A microsleep is a brief and involuntary sleep-related loss of consciousness of up to 15 s
during an active and attention-demanding task. Such episodes of unresponsiveness are of …
during an active and attention-demanding task. Such episodes of unresponsiveness are of …
Prediction of microsleeps from EEG: Preliminary results
R Shoorangiz, SJ Weddell… - 2016 38th Annual …, 2016 - ieeexplore.ieee.org
Brief episodes of momentarily falling asleep-microsleeps-can have fatal consequences,
especially in the transportation sector. In this study, the EEG data of eight subjects, while …
especially in the transportation sector. In this study, the EEG data of eight subjects, while …
Deep Learning with Convolutional Neural Network for detecting microsleep states from EEG: A comparison between the oversampling technique and cost-based …
V Krishnamoorthy, R Shoorangiz… - 2019 41st Annual …, 2019 - ieeexplore.ieee.org
Any occupation which involves critical decision making in real-time requires attention and
concentration. When repetitive and expanded working periods are encountered, it can result …
concentration. When repetitive and expanded working periods are encountered, it can result …
A Review of EEG-based Prediction of Microsleep
Microsleep is a brief, complete, and unintentional sleep-related loss of consciousness. The
duration of microsleeps andthe probability of accidents are highly correlated. In extended …
duration of microsleeps andthe probability of accidents are highly correlated. In extended …
Microsleep Predicting Comparison Between LSTM and ANN Based on the Analysis of Time Series EEG Signal
A microsleep is an unintentional, transient loss of consciousness correlated with sleep that
lasts up to fifteen seconds. Electroencephalogram (EEG), recordings have been extensively …
lasts up to fifteen seconds. Electroencephalogram (EEG), recordings have been extensively …
Prediction of immediately occurring microsleep events from brain electric signals
This contribution addresses the question if imminent changes of the cortical state are
predictable. The analysis is based on 1484 examples of microsleep (MS) and 1940 …
predictable. The analysis is based on 1484 examples of microsleep (MS) and 1940 …