A Research of Speaker Recognition Based on VQ and MFCC

Chen Chen Huang; Wei Gong; Wen Long Fu; Dong Yu Feng

doi:10.4028/www.scientific.net/AMM.644-650.4325

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HomeApplied Mechanics and MaterialsApplied Mechanics and Materials Vols. 644-650A Research of Speaker Recognition Based on VQ and...

A Research of Speaker Recognition Based on VQ and MFCC

Abstract:

—Feature extraction is a very important part in speaker recognition system. We proposed and implemented a speaker recognition algorithm based on the VQ and weighted fisher ratio of MFCC. To evaluate performance of this algorithm, we built a small speaker recognition system based on the MATLAB. Compared with the traditional feature selection methods, the characteristic vector obtained via this algorithm has the greatest degree of differentiation in the same dimension. According to the test results, the speaker recognition algorithm we proposed in this paper, can significantly increase the accuracy rate of training and recognition, and reduce the data required by calculation, in the case of keeping a higher recognition rate.

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Periodical:

Applied Mechanics and Materials (Volumes 644-650)

Pages:

4325-4329

DOI:

https://doi.org/10.4028/www.scientific.net/AMM.644-650.4325

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Online since:

September 2014

Authors:

Chen Chen Huang*, Wei Gong, Wen Long Fu, Dong Yu Feng

Keywords:

MFCC, Speaker Recognition, Vector Quantization, Weighted Fisher Ratio

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* - Corresponding Author

References

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