JOURNAL ARTICLE

Speaker Recognition Using Features Derived from Fractional Fourier Transform

Abstract

As the generalization of the classical Fourier transform, fractional Fourier transform(FRFT) is introduced into the field of speaker recognition in this paper. The individual feature sets derived from fractional Fourier transform achieve the excellent recognition success rate which goes up to the extent a little higher than the counterparts of the classical MFCC parameters when applied in the GMM classifiers. In addition, the computation efficiency of the feature extraction process arrives at the acceptable level which completely matches the one of MFCC parameter acquirement.

Keywords:
Fractional Fourier transform Mel-frequency cepstrum Fourier transform Generalization Computer science Feature (linguistics) Pattern recognition (psychology) Short-time Fourier transform Artificial intelligence Feature extraction Computation Speech recognition Speaker recognition Mathematics Algorithm Fourier analysis Mathematical analysis

Metrics

8
Cited By
1.40
FWCI (Field Weighted Citation Impact)
11
Refs
0.74
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Mathematical Analysis and Transform Methods
Physical Sciences →  Mathematics →  Applied Mathematics
Speech and Audio Processing
Physical Sciences →  Computer Science →  Signal Processing
Image and Signal Denoising Methods
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition

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