{"title":"Analysis of Brain Waves for Detecting Behaviors","authors":"Sumin Jin, Yungcheo l Byun, Sangyong Byun","doi":"10.1109/ICIIBMS.2018.8549949","DOIUrl":null,"url":null,"abstract":"Applications and services using brain waves have high possibilities in the near future. Especially, deep learning for pattern recognition is highly applicable in the area. In this research, we propose a method to recognize human behaviors using human bio-signal, that is, brain waves. EEG brain wave data is collected using a headset device and is used for training and testing CNN and LSTM which are considered as successful deep neural networks nowadays. From the experiment, we could get positive recognition rates and applicability for various kinds of applications using our proposed methods.","PeriodicalId":430326,"journal":{"name":"2018 International Conference on Intelligent Informatics and Biomedical Sciences (ICIIBMS)","volume":"38 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2018-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2018 International Conference on Intelligent Informatics and Biomedical Sciences (ICIIBMS)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICIIBMS.2018.8549949","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 2
Abstract
Applications and services using brain waves have high possibilities in the near future. Especially, deep learning for pattern recognition is highly applicable in the area. In this research, we propose a method to recognize human behaviors using human bio-signal, that is, brain waves. EEG brain wave data is collected using a headset device and is used for training and testing CNN and LSTM which are considered as successful deep neural networks nowadays. From the experiment, we could get positive recognition rates and applicability for various kinds of applications using our proposed methods.