个人信息Personal Information
教授
教师英文名称:DOU Weibei
教师拼音名称:douweibei
办公地点:清华大学罗姆楼4-102
联系方式:Email: douwb@tsinghua.edu.cn; Tel: 010-62781703
学位:博士学位
毕业院校:电子科技大学学士、法国雷恩大学硕士、法国卡昂大学博士
Two-stage classification of emotional speech
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发表刊物:International Conference on Digital TelecommunicationsInternational Conference on Digital Telecommunications
摘要:The purpose of this paper is to make an automatic classification of speech into seven emotional classes as anger, boredom, disgust, fear, gladness, neutral and sadness. A two-stage classification composed of several sub-classifiers is proposed. A feature set with 68 features has been computed over 286 speech samples from the Berlin database. The sequential forward selection method (SFS) has been used for each classifiers of the two stages in order to decide the feature subsets in each step. The result for the first stage as three-state classification is 87%, and the global result of the seven emotional classes is 78%, where the correct recognition rate of random classification by chance is about 15%.
合写作者:Dellandrea, E., Weibei Dou, Liming Chen,Wu, Qian, Chen, Yanping, Ruan, Su, Constans, Jean-Marc
第一作者:Zhongzhe Xiao,Dou, Weibei, Wu, Qian, Chen, Yanping, Ruan, Su, Constans, Jean-Marc
论文类型:会议论文
页面范围:6 pp.
是否译文:否
发表时间:2006-08-23