A hybrid self-attention deep learning framework for multivariate sleep stage classification

被引：0
|
作者：
Ye Yuan
Kebin Jia
Fenglong Ma
Guangxu Xun
Yaqing Wang
Lu Su
Aidong Zhang
机构：
[1] College of Information and Communication Engineering,
[2] Beijing University of Technology,undefined
[3] Beijing Laboratory of Advanced Information Networks,undefined
[4] Beijing Key Laboratory of Computational Intelligence and Intelligent System,undefined
[5] Beijing University of Technology,undefined
[6] Department of Computer Science and Engineering,undefined
[7] State University of New York at Buffalo,undefined
[8] Department of Computer Science,undefined
[9] University of Virginia,undefined
来源：
BMC Bioinformatics | / 20卷
关键词：
Attention mechanism; Deep learning; Sleep stage classification; Polysomnography; Multivariate time series;
D O I：
暂无
中图分类号：
学科分类号：
摘要：
引用
收藏
相关论文
共 50 条
  • [1] A hybrid self-attention deep learning framework for multivariate sleep stage classification
    Yuan, Ye
    Jia, Kebin
    Ma, Fenglong
    Xun, Guangxu
    Wang, Yaqing
    Su, Lu
    Zhang, Aidong
    BMC BIOINFORMATICS, 2019, 20 (Suppl 16)
  • [2] Unravelling sleep patterns: Supervised contrastive learning with self-attention for sleep stage classification
    Kumar, Chandra Bhushan
    Mondal, Arnab Kumar
    Bhatia, Manvir
    Panigrahi, Bijaya Ketan
    Gandhi, Tapan Kumar
    APPLIED SOFT COMPUTING, 2024, 167
  • [3] Multivariate Sleep Stage Classification using Hybrid Self-Attentive Deep Learning Networks
    Yuan, Ye
    Jia, Kebin
    Ma, Fenglong
    Xun, Guangxu
    Wang, Yaqing
    Su, Lu
    Zhang, Aidong
    PROCEEDINGS 2018 IEEE INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOMEDICINE (BIBM), 2018, : 963 - 968
  • [4] SatCoBiLSTM: Self-attention based hybrid deep learning framework for crisis event detection in social media
    Upadhyay, Abhishek
    Meena, Yogesh Kumar
    Chauhan, Ganpat Singh
    Expert Systems with Applications, 2024, 249
  • [5] SatCoBiLSTM: Self-attention based hybrid deep learning framework for crisis event detection in social media
    Upadhyay, Abhishek
    Meena, Yogesh Kumar
    Chauhan, Ganpat Singh
    EXPERT SYSTEMS WITH APPLICATIONS, 2024, 249
  • [6] Sleep Stage Classification in Children Using Self-Attention and Gaussian Noise Data Augmentation
    Huang, Xinyu
    Shirahama, Kimiaki
    Irshad, Muhammad Tausif
    Nisar, Muhammad Adeel
    Piet, Artur
    Grzegorzek, Marcin
    SENSORS, 2023, 23 (07)
  • [7] Self-attention transformer unit-based deep learning framework for skin lesions classification in smart healthcare
    Rezaee, Khosro
    Zadeh, Hossein Ghayoumi
    DISCOVER APPLIED SCIENCES, 2024, 6 (01)
  • [8] Question classification task based on deep learning models with self-attention mechanism
    Mondal S.
    Barman M.
    Nag A.
    Multimedia Tools and Applications, 2025, 84 (10) : 7777 - 7806
  • [9] Homogeneous Learning: Self-Attention Decentralized Deep Learning
    Sun, Yuwei
    Ochiai, Hideya
    IEEE ACCESS, 2022, 10 : 7695 - 7703
  • [10] Deep Learning Approach to Impact Classification in Sensorized Panels Using Self-Attention
    Karmakov, Stefan
    Aliabadi, M. H. Ferri
    SENSORS, 2022, 22 (12)
12345