Co-adaptation: Adaptive co-training for semi-supervised learning

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

Volumn , Issue , 2009, Pages 3721-3724

  Tur, Gokhan ^a  

^a SRI INTERNATIONAL   (United States)

Author keywords

Co adaptation; Co training; Domain adaptation; Semi supervised learning

Indexed keywords

CO-ADAPTATION; CO-TRAINING; DOMAIN ADAPTATION; LABELED DATA; MULTI-VIEW LEARNING; PROSODIC FEATURES; SEMI-SUPERVISED LEARNING; UNLABELED DATA;

ACOUSTICS; EDUCATION; SIGNAL PROCESSING;

SUPERVISED LEARNING;

EID: 70349216566     PISSN: 15206149     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICASSP.2009.4960435     Document Type: Conference Paper

References (24)

1. A. Blum and T. Mitchell, "Combining labeled and unlabeled data with co-training," in Proceedings of the COLT, Madison,WI, July 1998.
2. B. Roark and M. Bacchiani, "Supervised and unsupervisedPCFG adaptation to novel domains," in Proceedings of the HLT-NAACL, Edmonton, Canada, May 2003.
3. Kamal Nigam and Rayid Ghani, "Understanding the behaviour of cotraining," in Proceedings of the Workshop on Text Mining at the Sixth ACM SIGKDD at the KDD, 2000.
4. G. Tur and D. Hakkani-Tür, "Exploiting unlabeled utterances for spoken language understanding," in Proceedings of the Eurospeech, Geneva, Switzerland, September 2003.
5. A. Stolcke and E. Shriberg, "Automatic linguistic segmentation of conversational speech," in Proceedings of ICSLP, Philadelphia, PA, 1996.
6. A. Stolcke, K. Ries, N. Coccaro, E. Shriberg, R. Bates, D. Jurafsky, P. Taylor, R. Martin, C. van Ess-Dykema, and M. Meteer, "Dialogue act modeling for automatic tagging and recognition of conversational speech," Computational Linguistics, vol. 26, no. 3, pp. 339-373, 2000.
7. M. Core and J. Allen, "Coding dialogs with the DAMSL annotation scheme," in Proceedings of the WorkingNotes of the AAAI Fall Symposium on Communicative Action in Humans and Machines, Cambridge, MA, November 1997.
8. E. Shriberg, R. Dhillon, S. Bhagat, J. Ang, and H. Carvey, "The ICSI Meeting Recorder Dialog Act (MRDA) Corpus," in Proceedings of the SigDial Workshop, Boston, MA, May 2004.
9. E. Shriberg, A. Stolcke, D. Hakkani-Tür, and G. Tur, "Prosody-based automatic segmentation of speech into sentences and topics," Speech Communication, vol. 32, no. 1-2, pp. 127-154, 2000.
10. M. Zimmerman, D. Hakkani-Tür, J. Fung, N. Mirghafori, L. Gottlieb, E. Shriberg, and Y. Liu, "The ICSI+ multilingual sentence segmentation system," in Proceedings of the ICSLP, Pittsburg, PA, 2006.
11. Y. Liu, E. Shriberg, A. Stolcke, B. Peskin, J. Ang, D. Hillard, M. Ostendorf, M. Tomalin, P. Woodland, and M. Harper, "Structural metadata research in the EARS program," in Proceedings of the ICASSP, 2005.
12. B. Roark, Y. Liu, M. Harper, R. Stewart, M. Lease, M. Snover, I. Shafran, B. Dorr, J. Hale, A. Krasnyanskaya, and L. Yung, "Reranking for sentence boundary detection in conversational speech," in Proceedings of the ICASSP, Toulouse, France, 2006.
13. 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.
14. K. Nigam and R. Ghani, "Analyzing the effectiveness and applicability of co-training," in Proceedings of the CIKM, McLean, VA, 2000.
15. U. Guz, D. Hakkani-Tür, S. Cuendet, and G. Tur, "Co-training using prosodic and lexical information for sentence segmentation," in Proceedings of the INTERSPEECH, Antwerp, Belgium, August 2007.
16. W. Wang, Z. Huang, and M. Harper, "Semi-supervised learning for part-of-speech tagging of mandarin transcribed speech," in Proceedings of the ICASSP, Honolulu, HI, 2007.
17. M. J. F. Gales, "Maximumlikelihood linear transformations for HMMbased speech recognition," Computer Speech and Language, vol. 12, pp. 75-98, 1998.
18. J.-L. Gauvain and C.-H. Lee, "Maximum a posteriori estimation for multivariate Gaussian mixture observation of Markov chains," IEEE Transactions on Speech and Audio Processing, vol. 2, no. 2, pp. 291-298, 1994.
19. G. Tur, U. Guz, and D. Hakkani-Tür, "Model adaptation for dialog act tagging," in Proceedings of the IEEE/ACL SLT Workshop, 2006.
20. G. Tur, "Model adaptation for spoken language understanding," in Proceedings of the ICASSP, Philadelphia, PA, May 2005.
21. S. Cuendet, D. Hakkani-Tür, and G. Tur, "Model adaptation for sentence segmentation from speech," in Proceedings of the IEEE/ACL SLT Workshop, Aruba, 2006.
22. C. M. Christoudias, K. Saenko, L.-P. Morency, and T. Darrell, "Coadaptation of audio-visual speech and gesture classifiers," in Proceedings of the ACM (ICMI), Banff, Alberta, Canada, 2006.
23. J. Ang,Y. Liu, and E. Shriberg, "Automatic dialog act segmentation and classification in multiparty meetings," in Proceedings of the ICASSP, Philadelphia, PA, March 2005.
24. R. E. Schapire andY. Singer, "Boostexter: A boosting-based systemfor text categorization," Machine Learning, vol. 39, no. 2/3, pp. 135-168, 2000.