Support vector GMMS for speaker verification

IEEE Odyssey 2006: Workshop on Speaker and Language Recognition

Volumn , Issue , 2006, Pages

  Dehak, Najim ^a   Chollet, Gérard ^b  

^a ÉCOLE DE TECHNOLOGIE SUPÉRIEURE   (Canada)

^b INSTITUT TELECOM   (France)

Author keywords

[No Author keywords available]

Indexed keywords

DISCRIMINANT ANALYSIS; MATHEMATICAL MODELS; SPEECH ANALYSIS; SUPPORT VECTOR MACHINES;

AUTOMATIC SPEAKER VERIFICATION; GAUSSIAN MIXTURE MODELS; KULLBACK-LEIBLER (KL) DIVERGENCE; SPEAKER VERIFICATION;

SPEECH RECOGNITION;

EID: 42749098831     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ODYSSEY.2006.248131     Document Type: Conference Paper

References (20)

1. G.R. Doddington, M.A. Przybocki, A.F. Martin, and D.A. Reynolds, "The NIST Speaker Recognition Evaluation: Overview, Methodology, Systems, Results, Perspectives," in Speech Communication, 2000, vol. 31, pp. 225-254.
2. D.A Reynolds, T.F. Quatieri, and R.B. Dunn, "Speaker Verification using Adapted Gaussian Mixture Models," Digital Signal Processing, vol. 10, no. 1-3, pp. 19-41, 2000.
3. B. Schölkopf and A.J. Smola, Learning with Kernels: Support Vector Machines, Regularization, Optimization and Beyond, MIT Press, 2001.
4. X. Dong and W. Zhaohui, "Speaker Recognition using Continuous Density Support Vector Machines," Electronics Letters, vol. 37, no. 17, pp. 1099-1101, 2001.
5. V. Wan and S. Renais, "SVMSVM: Support Vector Machine Speaker Verification Methodology," in IEEE-ICASSP, Hong Kong, 2003, vol. 2, pp. 221-224.
6. P.J. Moreno and P.P. Ho, "A New SVM Approach to Speaker Identification and Verification Using Probabilistic Distance Kernels," in EUROSPEECH, 2003, pp. 2965-2968.
7. M. Schmidt and H. Gish, "Speaker Identification via Support Vector Machines," in IEEE-ICASSP, 1996, pp. 105-108.
8. V. Wan and S. Renais, "Speaker Verification Using Sequence Discriminant Support Vector Machines," IEEE Transaction on Speech and Audio Processing, vol. 13, no. 2, pp. 203-210, march 2005.
9. J. Louradour and K. Daoudi, "SVM Speaker Verification Using a New Sequence Kernel," in EUSIPCO, 2005.
10. M. Ben, Approches Robustes pour la Vérification Automatique du Locuteur par Normalisation et Adaptation Hiarchique, Ph.D. thesis, University of Rennes I, 2004.
11. W.M. Campbell, D.E. Sturim, D.A. Reynolds, and A. Solomonoff, "SVM based speaker verification using a GMM supervector kernel and NAP variability compensation," in IEEE-ICASSP, Toulouse, France, 2006.
12. M.N. Do, "Fast Approximation of Kullback-Leibler Distance for Dependence Trees and Hidden Markov Models," IEEE Signal Processing Letters, vol. 10, no. 4, pp. 115-118, 2003.
13. M. Ben and F. Bimbot, "D-MAP: a Distance-Normalized MAP Estimation of Speaker Models for Automatic Speaker Verification," in IEEE-ICASSP, 2003, vol. 2, pp. 69-72.
14. V.N. Vapnick, Statistical Learning Theory, Wiley, 1998.
15. P.J. Moreno, P.P. Ho, and N. Vasconcelos, "A Generative Model Based Kernel for SVM Classification in Multimedia Applications," in NIPS, 2003.
16. J.L. Gauvain and C.H. Lee, "Maximum a Posteriori Estimation for Multivariate Gaussian Mixture Observations of Markov Chains," IEEE Transaction on Speech and Audio Processing, vol. 2, no. 2, pp. 291-298, April 1994.
17. R. Blouet, C. Mokbel, H. Mokbel, E. Sanchez Soto, G. Chollet, and H. Greige, "BECARS : a Free Software for Speaker Verification," in ODYSSEY, Spain, 2004, pp. 145-148.
18. R. Auckenthaler, M. Carey, and H. Lloyd-Thomas, "Score Normalization for Text-Independent Speaker Verification Systems," Digital Signal Processing, vol. 10, no. 1-3, pp. 42-54, 2000.
19. A. Martin, G. Doddington, T. Kamm, M. Ordowski, and M. Przybocki, "The DET Curve in Assessment of Detection Task Performance," in EUROSPEECH, 1997, vol. 4, pp. 1895-1898.
20. T. Jebara and R. Kondor, "Bhattacharyya and Expected Likelihood Kernels," in COLT/KERNEL, Washington DC, USA, 2003, pp. 57-71.