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-  2015 

基于MFCCG-PCA的语音情感识别
Mandarin Speech Emotion Recognition Based on MFCCG-PCA

Keywords: 语音情感,梅尔频率倒谱系数,主成分析,MFCCG-PCA,支持向量机,CASIA汉语情感语料库
speech emotion recognition
,MFCC,PCA,MFCCG-PCA,SVM,CASIA

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Abstract:

摘要 针对语音情感值维度大、难处理的问题, 结合MFCC改进算法和PCA模型, 进行二次优化, 提出一种新的语音情感值提取模型MFCCG-PCA。多组实验表明, 相比一般的MFCC模型, MFCCG-PCA模型在语音情感识别方面的性能有较大提高。
Abstract To solve the problem that the dimension of the speech emotion characteristic value is big and it is difficult to train, a new speech emotion recognition model, MFCCG-PCA, is put forward by the combination of the MFCC model and the PCA model. Multiple sets of experiments show that the MFCCG-PCA model has larger performance improvement than general MFCC model in the aspect of speech emotion recognition.

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