632 citations · 1.1k across the 5 of their papers we have counts for
5 papers
Automated Movement Detection with Dirichlet Process Mixture Models and Electromyography
Navin Cooray, Zhenglin Li, Jinzhuo Wang +6
Numerous sleep disorders are characterised by movement during sleep, these include rapid-eye movement sleep behaviour disorder (RBD) and periodic limb movement disorder. The proces…
Screening for REM Sleep Behaviour Disorder with Minimal Sensors
Navin Cooray, Fernando Andreotti, Christine Lo +3
Rapid-Eye-Movement (REM) sleep behaviour disorder (RBD) is an early predictor of Parkinson's disease, dementia with Lewy bodies, and multiple system atrophy. This study investigate…
Detection of REM Sleep Behaviour Disorder by Automated Polysomnography Analysis
Navin Cooray, Fernando Andreotti, Christine Lo +3
Evidence suggests Rapid-Eye-Movement (REM) Sleep Behaviour Disorder (RBD) is an early predictor of Parkinson's disease. This study proposes a fully-automated framework for RBD dete…
SeqSleepNet: End-to-End Hierarchical Recurrent Neural Network for Sequence-to-Sequence Automatic Sleep Staging
Huy Phan, Fernando Andreotti, Navin Cooray +2
Automatic sleep staging has been often treated as a simple classification problem that aims at determining the label of individual target polysomnography (PSG) epochs one at a time…
Joint Classification and Prediction CNN Framework for Automatic Sleep Stage Classification
Huy Phan, Fernando Andreotti, Navin Cooray +2
Correctly identifying sleep stages is important in diagnosing and treating sleep disorders. This work proposes a joint classification-and-prediction framework based on CNNs for aut…