Model adaptation for spoken language understanding

ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings

Volumn I, Issue , 2005, Pages 41-44

  Tur, Gokhan ^a  

^a AT AND T LABS RESEARCH   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ADAPTIVE SYSTEMS; DATA HANDLING; DATA RECORDING; ERROR ANALYSIS; ERROR CORRECTION; LABELING; LEARNING SYSTEMS; SPEECH;

ACTIVE LEARNING; LABELED DATA; SPOKEN LANGUAGE UNDERSTANDING SYSTEM;

SPEECH RECOGNITION;

EID: 33646761617     PISSN: 15206149     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICASSP.2005.1415045     Document Type: Conference Paper

References (14)

1. R. E. Schapire and Y. Singer, "Boostexter: A boostingbased system for text categorization," Machine Learning, vol. 39, no. 2/3, pp. 135-168, 2000.
2. P. Haffner, G. Tur, and J. Wright, "Optimizing SVMs for complex call classification," in Proceedings of the ICASSP, Hong Kong, April 2003.
3. R. E. Schapire, "The boosting approach to machine learning: An overview," in Proceedings of the MSRI Workshop on Nonlinear Estimation and Classification, Berkeley, CA, March 2001.
4. G. Riccardi and A. L. Gorin, "Stochastic language adaptation over time and state in a natural spoken dialog system," IEEE Transactions on Speech and Audio Processing, vol. 8, no. 1, pp. 3-9, 2000.
5. M. Bacchiani, B. Roark, and M. Saraclar, "Eanguage model adaptation with MAP estimation and the perceptron algorithm," in Proceedings of the HLTNAACL, Boston, MA, May 2004.
6. V. Digalakis, D. Rtischev, and E. G. Neumeyer, "Speaker adaptation using constrained estimation of gaussian mixtures," IEEE Transactions on Speech and Audio Processing, vol. 3, no. 5, 1995.
7. Y. He and S. Young, "Robustness isuues in a datadriven spoken language understanding system," in Proceedings of the HLT/NAACL Workshop on Spoken Language Understanding, Boston, MA, May 2004.
8. B. Roark and M. Bacchiani, "Supervised and unsupervised PCFG adaptation to novel domains," in Proceedings of the HLT-NAACL, Canada, May 2003.
9. R. E. Schapire and Y Singer, "Improved boosting algorithms using confidence-rated predictions," Machine Learning, vol. 37, no. 3, pp. 297-336, 1999.
10. J. Friedman, T. Hastie, and R. Tibshirani, "Additive logistic regression: A statistical view of boosting," The Annals of Statistics, vol. 38, no. 2, pp. 337-374, 2000.
11. R. E. Schapire, M. Rochery, M. Rahim, and N. Gupta, "Incorporating prior knowledge into boosting," in Proceedings of the ICML, Sydney, Australia, July 2002.
12. G. Tur and D. Hakkani-Tür, "Exploiting unlabeled utterances for spoken language understanding," in Proceedings of the Eurospeech, Geneva, Switzerland, September 2003.
13. G. Tur, R. E. Schapire, and D. Hakkani-Tür, "Active learning for spoken language understanding," in Proceedings of the ICASSP, Hong Kong, May 2003.
14. D. Cohn, L. Atlas, and R. Eadner, "Improving generalization with active learning," Machine Learning, vol. 15, pp. 201-221, 1994.