A Kullback-Leibler divergence based kernel for SVM classification in multimedia applications

Advances in Neural Information Processing Systems

Volumn , Issue , 2004, Pages

  Moreno, Pedro J ^a   Ho, Purdy P ^a   Vasconcelos, Nuno ^b  

^a HEWLETT PACKARD LABORATORIES   (United States)

^b UNIVERSITY OF CALIFORNIA   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

SELF ORGANIZING MAPS; SPEECH RECOGNITION;

ALTERNATIVE PROCEDURES; DISCRIMINANT CLASSIFIERS; DISCRIMINATIVE METHODS; GENERATIVE CLASSIFIERS; KULLBACK-LEIBLER DIVERGENCE; MULTIMEDIA APPLICATIONS; SPEAKER IDENTIFICATION; SPEAKER VERIFICATION;

IMAGE CLASSIFICATION;

EID: 84899001695     PISSN: 10495258     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (12)

1. Vapnik, V., Statistical learning theory, John Wiley and Sons, New York, 1998.
2. Wan, V. and Campbell, W., "Support vector machines for speaker verification and identification, " IEEE Proceeding, 2000.
3. Chapelle, O. and Haffner, P. and Vapnik V., "Support vector machines for histogram-based image classification, " IEEE Transactions on Neural Networks, vol. 10, no. 5, pp. 1055-1064, September 1999.
4. Jaakkola, T., Diekhans, M. and Haussler, D., "Using the fisher kernel method to detect remote protein homologies, " in Proceedings of the Internation Conference on Intelligent Systems for Molecular Biology, Aug. 1999.
5. Moreno, P. J. and Rifkin, R., "Using the fisher kernel method for web audio classification, " ICASSP, 2000.
6. Smith N., Gales M., and Niranjan M., "Data dependent kernels in SVM classification of speech patterns, " Tech. Rep. CUED/F-INFENG/TR.387, Cambridge University Engineering Department, 2001.
7. Vasconcelos, N. and Lippman, A., "A unifying view of image similarity, " IEEE International Conference on Pattern Recognition, 2000.
8. Bimbot, F., Magrin-Chagnolleau, I. and Mathan, L., "Second-order statistical measures for text-independent speaker identification, " Speech Communication, vol. 17, pp. 177-192, 1995.
9. Stern, R. M., "Specification of the 1996 HUB4 Broadcast News Evaluation, " in DARPA Speech Recognition Workshop, 1997.
10. "The KING Speech Database, " http://www.ldc.upenn.edu/Catalog/ docs/LDC95S22/kingdb.txt.
11. Chen K., "Towards better making a decision in speaker verification, " Pattern Recognition,, no. 36, pp. 329-246, 2003.
12. "Corel stock photos, " http://elib.cs.berleley.edu/photos/ blobworld/cdlist.html.