A three-stage decision framework for multi-subject emotion recognition using physiological signals

Jing Chen, Bin Hu*, Yue Wang, Yongqiang Dai, Yuan Yao, Shengjie Zhao

*此作品的通讯作者

科研成果: 书/报告/会议事项章节会议稿件同行评审

25 引用 (Scopus)

摘要

This paper investigates the potential of physiological signals as reliable channels for multi-subject emotion recognition. A three-stage decision framework is proposed for recognizing four emotions of multiple subjects. The decision framework consists of three stages: (1) in the initial stage, identifying a subject group that a test subject can be mapped to; (2) in the second stage, identifying an emotion pool that an instance of the test subject can be assigned to; and (3) in the final stage, generating the predicted emotion from the given emotion pool for the test instance. In comparison with a series of alternative methods, the high accuracy of 70.04% achieved by our proposed method clearly demonstrates the potential of the three-stage decision method in multi-subject emotion recognition.

源语言英语
主期刊名Proceedings - 2016 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2016
编辑Kevin Burrage, Qian Zhu, Yunlong Liu, Tianhai Tian, Yadong Wang, Xiaohua Tony Hu, Qinghua Jiang, Jiangning Song, Shinichi Morishita, Kevin Burrage, Guohua Wang
出版商Institute of Electrical and Electronics Engineers Inc.
470-474
页数5
ISBN(电子版)9781509016105
DOI
出版状态已出版 - 17 1月 2017
已对外发布
活动2016 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2016 - Shenzhen, 中国
期限: 15 12月 201618 12月 2016

出版系列

姓名Proceedings - 2016 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2016

会议

会议2016 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2016
国家/地区中国
Shenzhen
时期15/12/1618/12/16

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