Conceiving a new sequence kernel and applying it to SVM speaker verification

9th European Conference on Speech Communication and Technology

Volumn , Issue , 2005, Pages 3101-3104

  Louradour, Jérôme ^a   Daoudi, Khalid ^a  

^a IRIT   (France)

Author keywords

[No Author keywords available]

Indexed keywords

ACOUSTIC PROPERTIES; CLASSIFICATION (OF INFORMATION); DATABASE SYSTEMS; GAUSSIAN NOISE (ELECTRONIC); MATHEMATICAL MODELS; VECTORS;

GAUSSIAN MIXTURE MODELS (GMM); REPRODUCING KERNEL HILBERT SPACES (RKHS); SEQUENCE CLASSIFICATION; SPEAKER VERIFICATION;

SPEECH RECOGNITION;

EID: 33745187991     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (11)

1. M. Schmidt and H. Gish, "Speaker identification via support vector machines," in Proc. ICASSP, 1996.
2. T. Jaakkola and D. Haussler, "Exploiting generative models in discriminative classifiers," Advances in Neural Information Processing Systems 11, 1998.
3. R. Kondor and Jebara T., "A kernel between sets of vectors," in Proc. ICML, 2003.
4. P. Moreno and P. Ho, "A new svm approach to speaker identification and verification using probabilistic distance kernels," in Proc. Eurospeech, 2003.
5. V. Wan and S. Renals, "Speaker verification using sequence discriminant support vector machines," IEEE Trans. on Speech and Audio Processing, 2004.
6. W.M. Campbell, "Generalized linear discriminant sequence kernels for speaker recognition," in Proc. ICASSP, 2002.
7. G. Wahba, Applied Mathematics, vol. 59, chapter Spline Models for Observational Data, CBMS-NSF Regional Conference Series, 1990.
8. R. Collobert and Bengio, "Svmtorch : Support vector machines for large-scale regression problems," Journal of Learning Machine Research, 2001.
9. J. Pelecanos and S. Sridharan, "Feature warping for robust speaker verification," in Proc. Speaker Odyssey, 2001.
10. "Nist speaker recognition 2003 evaluation plan," http://www.nist.gov/speech/tests/spk/2003/doc/, 2003.
11. D. Reynolds, T. Quatieri, and R. Dunn, "Speaker verification using adapted gaussian mixture models," Digital Signal Processing, 2000.