Automated sleep stage classification in sleep apnoea using convolutional neural networks

Informatics in Medicine Unlocked ◽

10.1016/j.imu.2021.100724 ◽

2021 ◽

Vol 26 ◽

pp. 100724

Author(s):

G. Naveen Sundar ◽

D. Narmadha ◽

A. Amir Anton Jone ◽

K. Martin Sagayam ◽

Hien Dang ◽

...

Keyword(s):

Neural Networks ◽

Convolutional Neural Networks ◽

Sleep Stage ◽

Sleep Apnoea ◽

Stage Classification ◽

Sleep Stage Classification

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Sleep stage classification using convolutional neural networks and bidirectional long short-term memory

2017 International Conference on Advanced Computer Science and Information Systems (ICACSIS) ◽

10.1109/icacsis.2017.8355050 ◽

2017 ◽

Author(s):

Intan Nurma Yulita ◽

Mohamad Ivan Fanany ◽

Aniati Murni Arymurthy

Keyword(s):

Neural Networks ◽

Convolutional Neural Networks ◽

Short Term Memory ◽

Sleep Stage ◽

Term Memory ◽

Stage Classification ◽

Sleep Stage Classification ◽

Long Short Term Memory

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Orthogonal convolutional neural networks for automatic sleep stage classification based on single-channel EEG

Computer Methods and Programs in Biomedicine ◽

10.1016/j.cmpb.2019.105089 ◽

2020 ◽

Vol 183 ◽

pp. 105089 ◽

Author(s):

Junming Zhang ◽

Ruxian Yao ◽

Wengeng Ge ◽

Jinfeng Gao

Keyword(s):

Neural Networks ◽

Convolutional Neural Networks ◽

Single Channel ◽

Sleep Stage ◽

Stage Classification ◽

Sleep Stage Classification

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Automatic Sleep Stage Classification Based on Convolutional Neural Networks

2019 IEEE 1st Global Conference on Life Sciences and Technologies (LifeTech) ◽

10.1109/lifetech.2019.8883961 ◽

2019 ◽

Author(s):

S.M. Isuru Niroshana ◽

Xin Zhu ◽

Yin Chen ◽

Wenxi Chen

Keyword(s):

Neural Networks ◽

Convolutional Neural Networks ◽

Sleep Stage ◽

Stage Classification ◽

Sleep Stage Classification

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Complex-valued unsupervised convolutional neural networks for sleep stage classification

Computer Methods and Programs in Biomedicine ◽

10.1016/j.cmpb.2018.07.015 ◽

2018 ◽

Vol 164 ◽

pp. 181-191 ◽

Author(s):

Junming Zhang ◽

Yan Wu

Keyword(s):

Neural Networks ◽

Convolutional Neural Networks ◽

Sleep Stage ◽

Stage Classification ◽

Sleep Stage Classification ◽

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Multichannel Sleep Stage Classification and Transfer Learning using Convolutional Neural Networks

2018 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) ◽

10.1109/embc.2018.8512214 ◽

2018 ◽

Author(s):

Fernando Andreotti ◽

Huy Phan ◽

Navin Cooray ◽

Christine Lo ◽

Michele T. M. Hu ◽

...

Keyword(s):

Neural Networks ◽

Transfer Learning ◽

Convolutional Neural Networks ◽

Sleep Stage ◽

Stage Classification ◽

Sleep Stage Classification

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Pediatric Sleep Stage Classification Using Multi-Domain Hybrid Neural Networks

IEEE Access ◽

10.1109/access.2019.2928129 ◽

2019 ◽

Vol 7 ◽

pp. 96495-96505 ◽

Author(s):

Yonghoon Jeon ◽

Siwon Kim ◽

Hyun-Soo Choi ◽

Yoon Gi Chung ◽

Sun Ah Choi ◽

...

Keyword(s):

Neural Networks ◽

Sleep Stage ◽

Stage Classification ◽

Sleep Stage Classification ◽

Hybrid Neural Networks ◽

Pediatric Sleep

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Automatic Sleep Stage Classification Using Single-Channel EEG: Learning Sequential Features with Attention-Based Recurrent Neural Networks

2018 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) ◽

10.1109/embc.2018.8512480 ◽

2018 ◽

Author(s):

Huy Phan ◽

Fernando Andreotti ◽

Navin Cooray ◽

Oliver Y. Chen ◽

Maarten De Vos

Keyword(s):

Neural Networks ◽

Recurrent Neural Networks ◽

Single Channel ◽

Sleep Stage ◽

Stage Classification ◽

Sleep Stage Classification

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Sleep stage classification based on multi-level feature learning and recurrent neural networks via wearable device

Computers in Biology and Medicine ◽

10.1016/j.compbiomed.2018.10.010 ◽

2018 ◽

Vol 103 ◽

pp. 71-81 ◽

Author(s):

Xin Zhang ◽

Weixuan Kou ◽

Eric I-Chao Chang ◽

He Gao ◽

Yubo Fan ◽

...

Keyword(s):

Neural Networks ◽

Recurrent Neural Networks ◽

Sleep Stage ◽

Feature Learning ◽

Wearable Device ◽

Stage Classification ◽

Sleep Stage Classification ◽

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Recurrent Deep Neural Networks for Real-Time Sleep Stage Classification From Single Channel EEG

Frontiers in Computational Neuroscience ◽

10.3389/fncom.2018.00085 ◽

2018 ◽

Vol 12 ◽

Author(s):

Erik Bresch ◽

Ulf Großekathöfer ◽

Gary Garcia-Molina

Keyword(s):

Neural Networks ◽

Real Time ◽

Deep Neural Networks ◽

Single Channel ◽

Sleep Stage ◽

Stage Classification ◽

Sleep Stage Classification

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Automatic sleep stage classification based on EEG signals by using neural networks and wavelet packet coefficients

2008 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society ◽

10.1109/iembs.2008.4649365 ◽

2008 ◽

Author(s):

Farideh Ebrahimi ◽

Mohammad Mikaeili ◽

Edson Estrada ◽

Homer Nazeran

Keyword(s):

Neural Networks ◽

Sleep Stage ◽

Wavelet Packet ◽

Eeg Signals ◽

Stage Classification ◽

Sleep Stage Classification

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