Comparative analysis of different characteristics of automatic sleep stages

Zhao Dechun; Wang Yi; Wang Qiangqiang; Wang Xing

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Comparative analysis of different characteristics of automatic sleep stages

机译：自动睡眠阶段不同特征的比较分析

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摘要

Background and objective: With the acceleration of social rhythm and the increase of pressure, there are various sleep problems among people. Sleep staging is an important basis for the diagnosis of sleep disorders and other related diseases. The process of automatic staging of sleep is mainly divided into three core steps: data preprocessing, feature extraction, and classification. Accurate analysis of the features of sleep electroencephalogram (EEG) signals is not only helpful to improve the accuracy of sleep staging, but also help people to understand their sleep status.

机译：背景和目标：随着社会节奏的加速和压力的增加，人们之间存在各种睡眠问题。睡眠分期是诊断睡眠障碍和其他相关疾病的重要依据。睡眠自动分期的过程主要分为三个核心步骤：数据预处理，功能提取和分类。准确分析睡眠脑电图（EEG）信号的特征不仅有助于提高睡眠分段的准确性，还可以帮助人们了解他们的睡眠状态。

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来源
《Computer Methods and Programs in Biomedicine: An International Journal Devoted to the Development, Implementation and Exchange of Computing Methodology and Software Systems in Biomedical Research and Medical Practice》 |2019年第2019期|共20页
作者
Zhao Dechun; Wang Yi; Wang Qiangqiang; Wang Xing;
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作者单位

Chongqing Univ Posts &

Telecommun Chongqing Engn Lab Digital Med Equipment &

Syst Chongqing;

Chongqing Univ Posts &

Telecommun Chongqing Engn Lab Digital Med Equipment &

Syst Chongqing;

Chongqing Univ Posts &

Telecommun Chongqing Engn Lab Digital Med Equipment &

Syst Chongqing;

Chongqing Univ Coll Biomed Engn Chongqing 400044 Peoples R China;

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原文格式 PDF
正文语种 eng
中图分类计算技术、计算机技术;
关键词
Automatic sleep staging; Data preprocessing; Feature extraction; Classification; ANOVA;

机译：自动睡眠分段;数据预处理;特征提取;分类;ANOVA;

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专利

1. Comparative analysis of different characteristics of automatic sleep stages [J] . Zhao Dechun, Wang Yi, Wang Qiangqiang, Computer Methods and Programs in Biomedicine: An International Journal Devoted to the Development, Implementation and Exchange of Computing Methodology and Software Systems in Biomedical Research and Medical Practice . 2019,第期

机译：自动睡眠阶段不同特征的比较分析
2. Early Stages of Parkinson's Disease: Comparative Characteristics of Sleep-Wakefulness Cycle in Patients and Model Animals [J] . V. M. Kovalzon, M. V. Ugrumov, T. S. Pronina, Human physiology . 2015,第6期

机译：帕金森氏病的早期阶段：患者和模型动物的睡眠-觉醒周期的比较特征
3. An automatic analysis of sleep stage 2 based on the Fujimori method [J] . Yuka Kawashima, Takashi Yoshida, Mitsuo Hayashi, Electronics and communications in Japan . 2018,第9期

机译：基于藤森方法的第二阶段睡眠自动分析
4. A comparative study between SVM and fuzzy inference system for the automatic prediction of sleep stages and the assessment of sleep quality [C] . Panagiotou Ch., Samaras I., Gialelis J., 2015 9th International Conference on Pervasive Computing Technologies for Healthcare . 2015

机译：支持向量机与模糊推理系统对睡眠阶段自动预测和睡眠质量评估的比较研究
5. Feature Extraction and Selection in Automatic Sleep Stage Classification [D] . Najdi, Shirin. 2018

机译：自动睡眠阶段分类中的特征提取和选择
6. Feature ranking and rank aggregation for automatic sleep stage classification: a comparative study [O] . Shirin Najdi, Ali Abdollahi Gharbali, José Manuel Fonseca 2017

机译：自动睡眠阶段分类的特征分级和等级汇总：一项比较研究
7. A Comparative Study between SVM and Fuzzy Inference System for the Automatic Prediction of Sleep Stages and the Assessment of Sleep Quality [O] . John Gialelis, Chris Panagiotou, Ioakeim Samaras, 2015

机译：sVm与模糊推理系统对睡眠阶段自动预测及睡眠质量评估的比较研究

Comparative analysis of different characteristics of automatic sleep stages

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