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 …
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 …
[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 …
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 …
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 …
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 …
Detection and prediction of microsleeps from EEG using Spatio-Temporal Patterns
A microsleep is a brief lapse in performance due to an involuntary sleep-related loss of
consciousness. These episodes are of particular importance in occupations requiring …
consciousness. These episodes are of particular importance in occupations requiring …
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 …
Detection of microsleep states from the EEG: a comparison of feature reduction methods
SSDP Ayyagari, RD Jones, SJ Weddell - Medical & Biological …, 2021 - Springer
Microsleeps are brief lapses in consciousness with complete suspension of performance.
They are the cause of fatal accidents in many transport sectors requiring sustained attention …
They are the cause of fatal accidents in many transport sectors requiring sustained attention …