DEEP NEURAL NETWORK FOR AUTOMATIC AND CAUSAL SLEEP STAGING BASED ON A SINGLE EEG CHANNEL RECORDED AT HOME

被引:0
|
作者
Bresch, E. [1 ]
Grossekathofer, U. [1 ]
Garcia-Molina, G. [2 ]
机构
[1] Philips Res Europe, Eindhoven, Netherlands
[2] Philips Res North Amer, Madison, WI USA
关键词
D O I
10.1093/sleep/zsy061.1089
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
1090
引用
收藏
页码:A405 / A405
页数:1
相关论文
共 50 条
  • [21] Deep Transfer Learning for Single-Channel Automatic Sleep Staging with Channel Mismatch
    Huy Phan
    Chen, Oliver Y.
    Koch, Philipp
    Mertins, Alfred
    De Vos, Maarten
    2019 27TH EUROPEAN SIGNAL PROCESSING CONFERENCE (EUSIPCO), 2019,
  • [22] Automatic Sleep Staging Using CNN-HMM Based on Raw Single-Channel EEG
    Ji, Xiyu
    Liu, Rong
    Liang, Hongyu
    Li, Honghui
    INTERNATIONAL JOURNAL OF PSYCHOPHYSIOLOGY, 2021, 168 : S167 - S167
  • [23] Time-Frequency Convolutional Neural Network for Automatic Sleep Stage Classification Based on Single-Channel EEG
    Wei, Liangjie
    Lin, Youfang
    Wang, Jing
    Ma, Yan
    2017 IEEE 29TH INTERNATIONAL CONFERENCE ON TOOLS WITH ARTIFICIAL INTELLIGENCE (ICTAI 2017), 2017, : 88 - 95
  • [24] SleepNet-Lite: A Novel Lightweight Convolutional Neural Network for Single-Channel EEG-Based Sleep Staging
    Zhou, Huihui
    Liu, Aiping
    Cui, Heng
    Bie, Yuanzhi
    Chen, Xun
    IEEE SENSORS LETTERS, 2023, 7 (02)
  • [25] The research of sleep staging based on single-lead electrocardiogram and deep neural network
    Wei R.
    Zhang X.
    Wang J.
    Dang X.
    Biomedical Engineering Letters, 2018, 8 (01) : 87 - 93
  • [26] End-to-end sleep staging using convolutional neural network in raw single-channel EEG
    Li, Fan
    Yan, Rui
    Mahini, Reza
    Wei, Lai
    Wang, Zhiqiang
    Mathiak, Klaus
    Liu, Rong
    Cong, Fengyu
    BIOMEDICAL SIGNAL PROCESSING AND CONTROL, 2021, 63
  • [27] Automatic Sleep Staging in Patients With Obstructive Sleep Apnea Using Single-Channel Frontal EEG
    Lee, Pei-Lin
    Huang, Yi-Hao
    Lin, Po-Chen
    Chiao, Yu-An
    Hou, Jen-Wen
    Liu, Hsiang-Wen
    Huang, Ya-Ling
    Liu, Yu-Ting
    Chiueh, Tzi-Dar
    JOURNAL OF CLINICAL SLEEP MEDICINE, 2019, 15 (10): : 1411 - 1420
  • [28] A Siamese Network-Based Method for Improving the Performance of Sleep Staging with Single-Channel EEG
    You, Yuyang
    Guo, Xiaoyu
    Yang, Zhihong
    Shan, Wenjing
    BIOMEDICINES, 2023, 11 (02)
  • [29] Automatic Sleep Staging Method Using EEG Based on STFT and Residual Network
    Zhang, Ran
    Jiang, Rui
    Hu, Haowei
    Gao, Ying
    Xia, Wei
    Song, Boming
    IEEE ACCESS, 2025, 13 : 1778 - 1789
  • [30] Deep convolutional neural network for classification of sleep stages from single-channel EEG signals
    Mousavi, Z.
    Rezaii, T. Yousefi
    Sheykhivand, S.
    Farzamnia, A.
    Razavi, S. N.
    JOURNAL OF NEUROSCIENCE METHODS, 2019, 324