The relation of hubs to the Doddington zoo in speaker verification

European Signal Processing Conference

Volumn , Issue , 2013, Pages

  Schnitzer, Dominik ^a   Flexer, Arthur ^a   Schluter, Jan ^a  

^a AUSTRIAN RESEARCH INSTITUTE FOR ARTIFICIAL INTELLIGENCE   (Austria)

Author keywords

hubs; normalization; Speaker verification

Indexed keywords

ANIMALS; ARTIFICIAL INTELLIGENCE; BIOMETRICS; SIGNAL PROCESSING;

CLASSIFICATION AND IDENTIFICATIONS; CURSE OF DIMENSIONALITY; HIGH-DIMENSIONAL DATA SPACE; HUBS; MACHINE LEARNING LITERATURE; NORMALIZATION; SPEAKER VERIFICATION; SPEAKER VERIFICATION SYSTEM;

SPEECH RECOGNITION;

EID: 84901342123     PISSN: 22195491     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (17)

1. M. Radovanovíc, A. Nanopoulos, and M. Ivanovíc, "Hubs in space: Popular nearest neighbors in high-dimensional data," Journal of Machine Learning Research, vol. 11, pp. 2487-2531, December 2010.
2. G. Doddington, W. Liggett, A. Martin, M. Przybocki, and D. Reynolds, "Sheep, goats, lambs and wolves: A statistical analysis of speaker performance in the NIST 1998 speaker recognition evaluation," Tech. Rep., DTIC Document, 1998.
3. N. Yager and T. Dunstone, "The biometric menagerie," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 32, no. 2, pp. 220-230, 2010.
4. N. Poh and M. Tistarelli, "Customizing biometric authentication systems via discriminative score calibration," in Conference on Computer Vision and Pattern Recognition (CVPR). IEEE, 2012, pp. 2681-2686.
5. H. Jegou, C. Schmid, H. Harzallah, and J. Verbeek, "Accurate image search using the contextual dissimilarity measure," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 32, no. 1, pp. 2-11, 2010.
6. J. J. Aucouturier and F. Pachet, "A scale-free distribution of false positives for a large class of audio similarity measures," Pattern Recognition, vol. 41, no. 1, pp. 272-284, 2008.
7. D. François, V. Wertz, and M. Verleysen, "The concentration of fractional distances," IEEE Transactions on Knowledge and Data Engineering, vol. 19, pp. 873-886, 2007.
8. C. Aggarwal, A. Hinneburg, and D. Keim, "On the surprising behavior of distance metrics in high dimensional space," in Database Theory-ICDT 2001, Lecture Notes in Computer Science, pp. 420-434. Springer Berlin/Heidelberg, 2001.
9. I. Karydis, M. Radovanovic, A. Nanopoulos, and M. Ivanovic, "Looking through the glass ceiling: A conceptual framework for the problems of spectral similarity," in Proceedings of the International Society for Music Information Retrieval (ISMIR10) Conference, 2010.
10. D. A. Reynolds, "Speaker identification and verification using gaussian mixture speaker models," Speech communication, vol. 17, no. 1, pp. 91-108, 1995.
11. K. P. Li and J. E. Porter, "Normalizations and selection of speech segments for speaker recognition scoring," in International Conference on Acoustics, Speech, and Signal Processing (ICASSP). IEEE, 1988, pp. 595-598.
12. R. Auckenthaler, M. Carey, and H. Lloyd-Thomas, "Score normalization for text-independent speaker verification systems," Digital Signal Processing, vol. 10, no. 1, pp. 42-54, 2000.
13. D. Schnitzer, A. Flexer, M. Schedl, and Widmer G., "Local and global scaling reduce hubs in space," Journal of Machine Learning Research, vol. 13, pp. 2813-2844, October 2012.
14. C. Jankowski, A. Kalyanswamy, S. Basson, and J. Spitz, "Ntimit: A phonetically balanced, continuous speech, telephone bandwidth speech database," in International Conference on Acoustics, Speech, and Signal Processing (ICASSP-90). IEEE, 1990, pp. 109-112.
15. V. Zue, S. Seneff, and J. Glass, "Speech database development at MIT: TIMIT and beyond," Speech Communication, vol. 9, no. 4, pp. 351-356, 1990.
16. D. Sturim, W. Campbell, N. Dehak, Z. Karam, A. Mc-Cree, D. Reynolds, F. Richardson, P. Torres-Carrasquillo, and S. Shum, "The MIT LL 2010 speaker recognition evaluation system: Scalable language-independent speaker recognition," in International Conference on Acoustics, Speech and Signal Processing (ICASSP). IEEE, 2011, pp. 5272-5275.
17. N. Scheffer, L. Ferrer, M. Graciarena, S. Kajarekar, E. Shriberg, and A. Stolcke, "The SRI NIST 2010 speaker recognition evaluation system," in International Conference on Acoustics, Speech and Signal Processing (ICASSP). IEEE, 2011, pp. 5292-5295.