Detection of emotional expressions in speech

被引:4
|
作者
Julia, Fatema N. [1 ]
Iftekharuddin, Khan M. [1 ]
机构
[1] Univ Memphis, Dept Elect & Comp Engn, Memphis, TN 38152 USA
关键词
D O I
10.1109/second.2006.1629369
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper provides a survey literature survey on the emotion recognition in spoken dialogs and proposes an implementation of such a system using acoustic features. The data corpus contains 322 utterances expressing four emotions such as happy, angry, sad, and fear. 50% of the total data is used for training while the other 50% is used for testing. We use 21 features extracted from our features set in our experiment. The feature vectors are normalized by using Z-score normalization. The mufti-class Support Vector machine (SVM) classifier is used for classification. The result shows that sad is classified with the highest accuracy whereas happy is classified with the least accuracy.
引用
收藏
页码:307 / 312
页数:6
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