A GMM-supervector approach to language recognition with adaptive relevance factor

European Signal Processing Conference

Volumn , Issue , 2010, Pages 1993-1997

  You, Chang Huai ^a   Li, Haizhou ^a   Lee, Kong Aik ^a  

^a INSTITUTE FOR INFOCOMM RESEARCH   (Singapore)

Author keywords

[No Author keywords available]

Indexed keywords

COVARIANCE MATRICES; GAUSSIAN MIXTURE MODEL; LANGUAGE RECOGNITION; MAP ESTIMATION; MAXIMUM A POSTERIORI CRITERIONS; MEAN VECTOR; NATIONAL INSTITUTE OF STANDARDS AND TECHNOLOGY; SPEECH UTTERANCE; SUPERVECTOR;

COVARIANCE MATRIX; SPEECH RECOGNITION;

SIGNAL PROCESSING;

EID: 84863799477     PISSN: 22195491     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (11)

1. J. L. Gauvain and C. H. Lee, "Maximum a posteriori estimation for multivariate Gaussian mixture observations of Markov chains, " IEEE Trans. on Speech and Audio Proc., vol. 2, pp. 291-298, 1994.
2. C. H. You, K. A. Lee and H. Li, "An SVM kernel with GMM-supervector based on the Bhattacharyya distance for speaker recognition, " IEEE Signal Processing Letters, vol. 16, no. 1, pp. 49-52, Jan. 2009.
3. D. A. Reynolds, T. F. Quatieri, and R. B. Dunn, "Speaker verification using adapted Gaussian mixture models, " Digit. Signal Process., vol. 10, pp. 19-41, 2000.
4. http://www.itl.nist.gov/iad/mig/tests/lre/2009/.
5. P. Kenny, "Joint Factor Analysis of Speaker and Session Variability : Theory and Algorithms, " Montreal, CRIM, 2006.
6. C. H. You, K. A. Lee and H. Li, "GMM-SVM Kernel with a Bhattacharyya-Based Distance for Speaker Recognition, " accepted in IEEE Transactions on Audio, Speech and Language Processing.
7. C. H. You, K. A. Lee and H. Li, "A GMM supervector kernel with the Bhattacharyya distance for SVM based speaker recognition', in Proc. Int. Conf. Acoust. Speech and Signal Process., 2009.
8. W. M. Campbell, J. P. Campbell, D. A. Reynolds, E. Singer, and P. A. Torres-Carrasquillo, "Support vector machines for speaker and language recognition, " Comput. Speech and Lang., vol. 20, pp. 210-229, 2006.
9. W. M. Campbell, D. E. Sturim, and D. A. Reynolds, "Support vector machines using GMM supervectors for speaker verification, " IEEE Signal Processing Letters, vol. 13, pp. 308-311, 2006.
10. W. M. Campbell, E. Singer, P. A. Torres-Carrasquillo, D. A. Reynolds Language Recognition with Support Vector Machines. Proc. Odyssey: The Speaker and Language Recognition Workshop Toledo, Spain, ISCA, pp. 41-44, 31 May-3 June 2004.
11. N. Brmmer, "FoCal Multi-class: Toolkit for Evaluation, Fusion and Calibration of Multi-class Recognition Scores", available: http://niko.brummer.googlepages.com/focalmulticlass. 1997.