Staging study of single-channel sleep EEG signals based on data augmentation.

Journal: Frontiers in public health
Published Date: Jan 1, 2022

Abstract

INTRODUCTION: Accurate sleep staging is an essential basis for sleep quality assessment and plays an important role in sleep quality research. However, the occupancy of different sleep stages is unbalanced throughout the sleep process, which makes the EEG datasets of different sleep stages have a class imbalance, which will eventually affect the automatic assessment of sleep stages.

Authors

  • Huang Ling
    College of Electrical and Information Engineering, Lanzhou University of Technology, Lanzhou, China.
  • Yao Luyuan
    College of Electrical and Information Engineering, Lanzhou University of Technology, Lanzhou, China.
  • Li Xinxin
    College of Electrical and Information Engineering, Lanzhou University of Technology, Lanzhou, China.
  • Dong Bingliang
    College of Electrical and Information Engineering, Lanzhou University of Technology, Lanzhou, China.

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