Support vector machines based text dependent speaker verification using HMM supervectors

Odyssey 2008: Speaker and Language Recognition Workshop

Volumn , Issue , 2008, Pages

  Dong, Chengyu ^a   Dong, Yuan ^a   Li, Jing ^b   Wang, Haila ^a  

^a ORANGE LABS   (France)

^b BEIJING UNIVERSITY OF POSTS AND TELECOMMUNICATIONS   (China)

Author keywords

DTAK; Fusion; HMM supervectors; SVM

Indexed keywords

FUSION REACTIONS; SPEECH RECOGNITION; SUPPORT VECTOR MACHINES;

DTAK; EFFECTIVE APPROACHES; HIDDEN MARKOV MODELS (HMMS); HMM SUPERVECTORS; SPEAKER INDEPENDENTS; SPEAKER VERIFICATION; SUPPORT VECTOR MACHINE (SVMS); VERIFICATION SYSTEMS;

HIDDEN MARKOV MODELS;

EID: 85084013548     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (18)

1. BenZeghiba, M. F., Bourlard, H., "Speaker verification based on user customized password", IDIAP, Martigny, Swizerland, 2001.
2. Rosenberg, A. E., Lee, C. H., and Gokoen, S., "Connected word talker verification using whole word hidden Markov model", in ICASSP-91, vol. 1, pp. 381-384, 1991.
3. Parthasarathy, S. and Rosenberg, A.E., "General phrase speaker verification using sub-word background models and likelihood-ratio scoring", ICSLP, vol. 4, pages 2403-2406, 1996.
4. Li, Q., Juang, B. H, Zhou, Q., and Lee, C. H., "Automatic verbal information verification for user authentication", IEEE Trans. ASSP, vol. 8, no. 5, pp. 585-596, 2000.
5. Campbell, W. M., "A SVM/HMM system for speaker recognition", in ICASSP' 2003, vol. 2, pp. 209-212, 2003.
6. Wan, V. and Renals, S., "SVMSVM: support vector machine speaker verification methodology", Proceeding of ICASSP 2003, vol. 2, pp. 221-224, 2003.
7. Fine, S., Navratil, J., Gopinath, R., "A hybrid GMM/SVM approach to speaker identification", in Proc. of ICASSP'2001, vol. 1, pp. 417-420, 2001.
8. Campbell, W. M., Sturim, D. E., and Reynolds, D. A., "Support vector machines using GMM supervectors for speaker verification", IEEE Signal Processing Letters, vol. 13, no. 5, 2006.
9. Campbell, W. M., Sturim, D. E., Reynolds, D. A., and Solomonoff, A., "SVM based speaker verification using a GMM supervector kernel and NAP variability compensation", in Proc. of ICASSP'2006, 2006.
10. Shimodaira, H., Noma, K., Nakai, M., Sagayama, S., "Support vector machine with dynamic time-alignment kernel for speech recognition", Proc. Eurospeech 2001. pp. 1841-1844. 2001.
11. Reynolds, D. A., Quatieri, T. F. and Dunn, R., "Speaker verification using adapted Gaussian mixture models", Digital Signal Processing, vol. 10, no. 1-3, pp. 19-41, 2000.
12. Do., M. N., "Fast approximation of Kullback-Leibler distance for dependence trees and hidden Markov models", IEEE Signal Process. Letter., vol. 10, no. 4, pp. 115-118, 2003.
13. Solera-Urena, R., Martin-Iglesias, D., Gallardo-Antolin, A., Pelaez-Moreno, C. and Diaz-de-Maria, F., "Robust ASR using support vector machines", Speech Communication, vol. 49 (4), pp. 253-267, 2007.
14. Auckenthaler, R., Carey, M., and Lloyd-thomas, H., "Score normalization for text-independent speaker verification systems", IEEE on Digital Signal Processing, vol. 10, pp. 42-54, 2000.
15. Dong, C., Dong, Y., Huang, D., Guo, J., and Wang H., "A boosting approach for utterance verification", Lecture Notes in Computer Science, No. 4114, pp. 1170-1176, 2006.
16. Collobert, R. and Bengio, S., "SVMTorch: Support vector machines for large-scale regression problems", Journal of Machine Learning Research, vol. 1, pp. 143-160, 2001.
17. BenZeghiba, M. F. and H. Bourlard, "Hybrid HMM/ANN and GMM combination for user-customized password speaker verification", Proceeding of ICASSP 2003, vol. 2 pp. 225-228, 2003
18. Ferrer, L., et al, "Modeling Duration Patterns for Speaker Recognition", Proc. Eurospeech 2003. pp. 2017-2020. 2003.