DOU Weibei
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- Professor
- Name (Simplified Chinese):DOU Weibei
- Name (English):DOU Weibei
- Business Address:清华大学罗姆楼4-102
- Contact Information:Email: douwb@tsinghua.edu.cn； Tel: 010-62781703
- Degree:Doctoral degree
- Professional Title:Professor
- Alma Mater:电子科技大学学士、法国雷恩大学硕士、法国卡昂大学博士
- Teacher College:DZGCX
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- Selected Publications
Single Trial EEG Classification Applied To a Face Recognition Experiment Using Different Feature Extraction Methods
Release time:2021-12-25 Hits:
- DOI number:10.1109/EMBC.2015.7320064
- Journal:2015 37TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC)
- Place of Publication:UNITED STATES
- Key Words:FAMILIARITY
- Abstract:Research on brain machine interface (BMI) has been developed very fast in recent years. Numerous feature extraction methods have successfully been applied to electroencephalogram (EEG) classification in various experiments. However, little effort has been spent on EEG based BMI systems regarding familiarity of human faces cognition. In this work, we have implemented and compared the classification performances of four common feature extraction methods, namely, common spatial pattern, principal component analysis, wavelet transform and interval features. High resolution EEG signals were collected from fifteen healthy subjects stimulated by equal number of familiar and novel faces. Principal component analysis outperforms other methods with average classification accuracy reaching 94.2% leading to possible real life applications. Our findings thereby may contribute to the BMI systems for face recognition.
- Co-author:Sen Ma, Zhongze hu,Jiansheng CHEN, Guangda Su,Weitun Yang, Xiaojie Zhang, Min Lu, Weibei Dou
- First Author:Yudu Li,Minli Liao
- Indexed by:会议论文
- Correspondence Author:Jiansheng CHEN,Minli Liao,Minli Liao
- Page Number:7246-7249
- ISSN No.:1557-170X
- Translation or Not:no
- Date of Publication:2015-01-01