Pham Son Lam, Nguyen Dinh Son, Hoang Phuong Chi, Nguyen Thi Phuoc Van, Duc Minh Nguyen
{"title":"Novel Algorithm to Classify Sleep Stages","authors":"Pham Son Lam, Nguyen Dinh Son, Hoang Phuong Chi, Nguyen Thi Phuoc Van, Duc Minh Nguyen","doi":"10.1109/ICST46873.2019.9047717","DOIUrl":null,"url":null,"abstract":"This paper presents a new algorithm to classify the multiple stages of sleeping. In this algorithm, the novel feature vector in the time domain is proposed. Various machine learning models were utilized to classify sleeping problems in four categories. The results of this research outperform previous studies and shows high potential in real-time application.","PeriodicalId":344937,"journal":{"name":"2019 13th International Conference on Sensing Technology (ICST)","volume":"10 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2019-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2019 13th International Conference on Sensing Technology (ICST)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICST46873.2019.9047717","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1
Abstract
This paper presents a new algorithm to classify the multiple stages of sleeping. In this algorithm, the novel feature vector in the time domain is proposed. Various machine learning models were utilized to classify sleeping problems in four categories. The results of this research outperform previous studies and shows high potential in real-time application.