SVM-based speaker classification in the GMM models space

IEEE Odyssey 2006: Workshop on Speaker and Language Recognition

Volumn , Issue , 2006, Pages

  Krause, Nir ^a   Gazit, Ran ^a  

^a Persay Ltd   (Israel)

Author keywords

[No Author keywords available]

Indexed keywords

CHANNEL ESTIMATION; CLASSIFICATION (OF INFORMATION); GAUSSIAN DISTRIBUTION; MATHEMATICAL MODELS; SPEECH RECOGNITION; SUPPORT VECTOR MACHINES;

CHANNEL MISMATCH CONDITIONS; GAUSSIAN MIXTURE MODELS (GMM); SPEAKER RECOGNITION; UNIVERSAL BACKGROUND MODELS;

SPEECH ANALYSIS;

EID: 37649028906     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ODYSSEY.2006.248138     Document Type: Conference Paper

References (16)

1. V.N. Vapnik. The nature of statistical learning theory. Springer, second edition, 1995.
2. W. M. Campbell, "Generalized linear discriminant sequence kernels for speaker recognition", ICASSP 2002
3. S. Kajarekar, "Four Weightings and a Fusion: A Cepstral-SVM System for Speaker Recognition", ASRU 2005
4. J. Louradour and K. Daoudi, "SVM Speaker Verification using anew Sequence Kernel", EUSIPCO 2005.
5. Q. Le and S. Bengio, "Client dependent GMM-SVM models for speaker verification", Lecture Notes in Computer Science, volume LNCS 2714, pages 443-451. Springer Verlag, 2003
6. V. Wan and W. M. Campbell, "Support vector machines for verification and identification," in Neural Networks for Signal Processing X, Proceedings of the 2000 IEEE Signal Processing Workshop, 2000, pp. 775-784.
7. H. Aronowitz, D. Irony, D. Burshtein, "Modeling IntraSpeaker Variability for Speaker Recognition", Eurospeech 2005
8. P. Kenny et. al., "Factor Analysis Simplified", ICASSP 2005
9. R. Teunen, B. Shahshahani, and L. Heck, "A Model-based Transformational Approach to Robust Speaker Recognition," ICSLP 2000
10. 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, 2000
11. A. Stolcke et. al., "MLLR Transforms as Features in Speaker Recognition", Eurospeech 2005
12. R. Collobert, S. Bengio, and J. Mariéthoz. Torch: a modular machine learning software library. Technical Report IDIAP-RR 02-46, IDIAP, 2002.
13. M. Przybocki and A. Martin, "The NIST Year 2004 Speaker Recognition Evaluation plan," 2004.
14. R. Auckenthaler et. al., "Score normalization for text-independent speaker verification systems," Digital Signal Processing, vol. 10, pp. 42-54, 2000.
15. P. J. Moreno and P. P. Ho: "A new SVM approach to speaker identification and verification using probabilistic distance kernels", Eurospeech 2003
16. W. Campbell et. al., "SVM Based Speaker Verification using a GMM SuperVector Kernel and NAP Variability Compensation", submitted to ICASSP06.