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SPEECH EMOTION RECOGNITION USING TRANSFER NON-NEGATIVE MATRIX FACTORIZATION

Abstract: 

In practical situations, the emotional speech utterances are often collected from different devices and conditions, which will obviously affect the recognition performance. To address this issue, in this paper, a novel transfer non-negative matrix factorization (TNMF) method is presented for cross-corpus speech emotion recognition. First, the NMF algorithm is adopted to learn a latent common feature space for the source and target datasets. Then, the discrepancies between the feature distributions of different corpora are considered, and the maximum mean discrepancy (MMD) algorithm is used for the similarity measurement. Finally, the TNMF approach, which integrates the NMF and MMD algorithms, is proposed. Experiments are carried out on two popular datasets, and the results verify that the TNMF method can significantly outperform the automatic and competitive methods for cross-corpus speech emotion recognition.

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Paper Details

Authors:
Peng Song, Shifeng Ou, Wenming Zheng, Yun Jin, Li Zhao
Submitted On:
18 March 2016 - 10:46pm
Short Link:
Type:
Presentation Slides
Event:
Presenter's Name:
Peng Song
Document Year:
2016
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Document Files

SRC_TNMF_PengSong.pdf

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[1] Peng Song, Shifeng Ou, Wenming Zheng, Yun Jin, Li Zhao, "SPEECH EMOTION RECOGNITION USING TRANSFER NON-NEGATIVE MATRIX FACTORIZATION", IEEE SigPort, 2016. [Online]. Available: http://sigport.org/700. Accessed: Jun. 04, 2020.
@article{700-16,
url = {http://sigport.org/700},
author = {Peng Song; Shifeng Ou; Wenming Zheng; Yun Jin; Li Zhao },
publisher = {IEEE SigPort},
title = {SPEECH EMOTION RECOGNITION USING TRANSFER NON-NEGATIVE MATRIX FACTORIZATION},
year = {2016} }
TY - EJOUR
T1 - SPEECH EMOTION RECOGNITION USING TRANSFER NON-NEGATIVE MATRIX FACTORIZATION
AU - Peng Song; Shifeng Ou; Wenming Zheng; Yun Jin; Li Zhao
PY - 2016
PB - IEEE SigPort
UR - http://sigport.org/700
ER -
Peng Song, Shifeng Ou, Wenming Zheng, Yun Jin, Li Zhao. (2016). SPEECH EMOTION RECOGNITION USING TRANSFER NON-NEGATIVE MATRIX FACTORIZATION. IEEE SigPort. http://sigport.org/700
Peng Song, Shifeng Ou, Wenming Zheng, Yun Jin, Li Zhao, 2016. SPEECH EMOTION RECOGNITION USING TRANSFER NON-NEGATIVE MATRIX FACTORIZATION. Available at: http://sigport.org/700.
Peng Song, Shifeng Ou, Wenming Zheng, Yun Jin, Li Zhao. (2016). "SPEECH EMOTION RECOGNITION USING TRANSFER NON-NEGATIVE MATRIX FACTORIZATION." Web.
1. Peng Song, Shifeng Ou, Wenming Zheng, Yun Jin, Li Zhao. SPEECH EMOTION RECOGNITION USING TRANSFER NON-NEGATIVE MATRIX FACTORIZATION [Internet]. IEEE SigPort; 2016. Available from : http://sigport.org/700