Automated Sleep Apnea Detection in Raw Respiratory Signals Using Long Short-Term Memory Neural Networks

Tom Van Steenkiste; Willemijn Groenendaal; Dirk Deschrijver; Tom Dhaene

doi:10.1109/jbhi.2018.2886064

Automated Sleep Apnea Detection in Raw Respiratory Signals Using Long Short-Term Memory Neural Networks

IEEE Journal of Biomedical and Health Informatics ◽

10.1109/jbhi.2018.2886064 ◽

2019 ◽

Vol 23 (6) ◽

pp. 2354-2364 ◽

Cited By ~ 11

Author(s):

Tom Van Steenkiste ◽

Willemijn Groenendaal ◽

Dirk Deschrijver ◽

Tom Dhaene

Keyword(s):

Neural Networks ◽

Sleep Apnea ◽

Short Term Memory ◽

Short Term ◽

Term Memory ◽

Apnea Detection ◽

Long Short Term Memory

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Automated sleep apnea detection in snoring signal using long short-term memory neural networks

Biomedical Signal Processing and Control ◽

10.1016/j.bspc.2021.103238 ◽

2022 ◽

Vol 71 ◽

pp. 103238

Author(s):

Siyi Cheng ◽

Chao Wang ◽

Keqiang Yue ◽

Ruixue Li ◽

Fanlin Shen ◽

...

Keyword(s):

Neural Networks ◽

Sleep Apnea ◽

Short Term Memory ◽

Short Term ◽

Term Memory ◽

Apnea Detection ◽

Long Short Term Memory

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Development of a Sleep Apnea Detection Algorithm Using Long Short-Term Memory and Heart Rate Variability

2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) ◽

10.1109/embc.2019.8856463 ◽

2019 ◽

Cited By ~ 1

Author(s):

Ayako Iwasaki ◽

Chikao Nakayama ◽

Koichi Fujiwara ◽

Yukiyoshi Sumi ◽

Masahiro Matsuo ◽

...

Keyword(s):

Heart Rate ◽

Heart Rate Variability ◽

Sleep Apnea ◽

Short Term Memory ◽

Detection Algorithm ◽

Short Term ◽

Term Memory ◽

Apnea Detection ◽

Long Short Term Memory

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Sleep Apnea Detection by a Recurrent Neural Network based on Long Short-Term Memory

Proceedings of The 8th IIAE International Conference on Industrial Application Engineering 2020 ◽

10.12792/iciae2020.048 ◽

2020 ◽

Author(s):

Keita Nishio ◽

Takashi Kaburagi ◽

Satoshi Kumagai ◽

Toshiyuki Matsumoto ◽

Yosuke Kurihara

Keyword(s):

Neural Network ◽

Sleep Apnea ◽

Recurrent Neural Network ◽

Short Term Memory ◽

Short Term ◽

Term Memory ◽

Apnea Detection ◽

Long Short Term Memory

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Stock price trend prediction with long short-term memory neural networks

International Journal of Computational Intelligence Studies ◽

10.1504/ijcistudies.2019.103619 ◽

2019 ◽

Vol 8 (4) ◽

pp. 289

Author(s):

Varun Gupta ◽

Mujahid Ahmad

Keyword(s):

Neural Networks ◽

Stock Price ◽

Short Term Memory ◽

Short Term ◽

Trend Prediction ◽

Price Trend ◽

Term Memory ◽

Long Short Term Memory

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ECT-LSTM-RNN: An Electrical Capacitance Tomography Model-based Long Short-Term Memory Recurrent Neural Networks for Conductive Materials

IEEE Access ◽

10.1109/access.2021.3079447 ◽

2021 ◽

pp. 1-1

Author(s):

Wael Deabes ◽

Alaa Sheta ◽

Malik Braik

Keyword(s):

Neural Networks ◽

Recurrent Neural Networks ◽

Short Term Memory ◽

Electrical Capacitance Tomography ◽

Electrical Capacitance ◽

Short Term ◽

Term Memory ◽

Conductive Materials ◽

Long Short Term Memory ◽

Capacitance Tomography

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Empirical modeling of ethanol production dynamics using long short-term memory recurrent neural networks

Bioresource Technology Reports ◽

10.1016/j.biteb.2021.100724 ◽

2021 ◽

pp. 100724

Author(s):

Felipe Matheus Mota Sousa ◽

Rodolpho Rodrigues Fonseca ◽

Flávio Vasconcelos da Silva

Keyword(s):

Neural Networks ◽

Ethanol Production ◽

Recurrent Neural Networks ◽

Short Term Memory ◽

Empirical Modeling ◽

Short Term ◽

Term Memory ◽

Long Short Term Memory ◽

Production Dynamics

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Research of semantic role labeling based on long short-term memory neural networks

Journal of Physics Conference Series ◽

10.1088/1742-6596/1966/1/012005 ◽

2021 ◽

Vol 1966 (1) ◽

pp. 012005

Author(s):

Xuheng Liang

Keyword(s):

Neural Networks ◽

Short Term Memory ◽

Semantic Role ◽

Semantic Role Labeling ◽

Short Term ◽

Term Memory ◽

Long Short Term Memory

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Automatic respiratory event scoring in obstructive sleep apnea using a long short-term memory neural network

IEEE Journal of Biomedical and Health Informatics ◽

10.1109/jbhi.2021.3064694 ◽

2021 ◽

pp. 1-1

Author(s):

Sami Nikkonen ◽

Henri Korkalainen ◽

Akseli Leino ◽

Sami Myllymaa ◽

Brett Duce ◽

...

Keyword(s):

Neural Network ◽

Obstructive Sleep Apnea ◽

Sleep Apnea ◽

Short Term Memory ◽

Short Term ◽

Term Memory ◽

Obstructive Sleep ◽

Respiratory Event ◽

Long Short Term Memory

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Using long short term memory and convolutional neural networks for driver drowsiness detection

Accident Analysis & Prevention ◽

10.1016/j.aap.2021.106107 ◽

2021 ◽

Vol 156 ◽

pp. 106107

Author(s):

Azhar Quddus ◽

Ali Shahidi Zandi ◽

Laura Prest ◽

Felix J.E. Comeau

Keyword(s):

Neural Networks ◽

Convolutional Neural Networks ◽

Short Term Memory ◽

Short Term ◽

Term Memory ◽

Drowsiness Detection ◽

Driver Drowsiness ◽

Long Short Term Memory

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Adaptive Multi-Sensor Data Fusion Positioning Algorithm Based On Long Short Term Memory Neural Networks

2020 IEEE 20th International Conference on Communication Technology (ICCT) ◽

10.1109/icct50939.2020.9295914 ◽

2020 ◽

Author(s):

Jie Zhou ◽

Guanghui Xu ◽

Donglin Zhu ◽

Enbiao Di

Keyword(s):

Neural Networks ◽

Data Fusion ◽

Short Term Memory ◽

Sensor Data ◽

Short Term ◽

Term Memory ◽

Sensor Data Fusion ◽

Multi Sensor Data Fusion ◽

Long Short Term Memory ◽

Positioning Algorithm

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