模式识别与人工智能
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  2014, Vol. 27 Issue (9): 826-834    DOI:
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Emotion Reasoning Algorithm Based on Emotional Context of Speech
MAO Qi-Rong, BAI Li-Juan, WANG Li, ZHAN Yong-Zhao
School of Computer Science and Communication Engineering, Jiangsu University, Zhenjiang 212013

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Abstract  Since the change of emotion state is continuous in daily conversations, an emotion reasoning algorithm based on emotional context for speech emotion recognition (SER) is put forward. In this algorithm, contextual speech emotion features and widely-used acoustic speech emotion features are used to recognize emotion state in continuous speech utterances respectively. Then, the emotional interaction matrix and the confidence coefficient are used to fuse the recognition results of these two kinds of features.Finally, the emotion reasoning rule based on the emotional context is proposed to adjust the fusion results according to the emotional context of the emotional utterance to be analyzed. The fusion results after adjusting are used as the emotion state of the emotional utterance to be analyzed.The experimental results on the recorded emotional speech corpus with respect to 6 basic emotion states show that the proposed algorithm can improve the emotion recognition accuracies of the continuous speech, and compared with the method by widely-used acoustic speech emotional features, the average recognition accuracy of the proposed algorithm rises by 12.17%.
Key wordsSpeech Emotion Recognition      Emotion Context      Emotion Reasoning Rule      Contextual Speech Emotion feature      Emotional Context Interaction Matrix,     
Received: 29 March 2013     
ZTFLH: TP391  
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MAO Qi-Rong
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ZHAN Yong-Zhao
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MAO Qi-Rong,BAI Li-Juan,WANG Li等. Emotion Reasoning Algorithm Based on Emotional Context of Speech[J]. , 2014, 27(9): 826-834.
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http://manu46.magtech.com.cn/Jweb_prai/EN/      OR     http://manu46.magtech.com.cn/Jweb_prai/EN/Y2014/V27/I9/826
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