Topic modeling for spoken documents using only phonetic information

2011 IEEE Workshop on Automatic Speech Recognition and Understanding, ASRU 2011, Proceedings

Volumn , Issue , 2011, Pages 395-400

  Hazen, Timothy J ^a   Siu, Man Hung ^b   Gish, Herbert ^b   Lowe, Steve ^b   Chan, Arthur ^b  

^a MIT LINCOLN LABORATORY   (United States)

^b BBN TECHNOLOGIES   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

DISCRIMINATIVE TRAINING; LEXICAL ITEMS; NEW RESULTS; PHONETIC INFORMATION; PHONETIC RECOGNITION; SELF ORGANIZING; SPOKEN DOCUMENT; TOPIC IDENTIFICATION;

COMPUTATIONAL LINGUISTICS; SPEECH RECOGNITION;

INFORMATION USE;

EID: 84858975943     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ASRU.2011.6163964     Document Type: Conference Paper

References (26)

1. R. Wallace, R. Vogt and S. Sridharan, "A phonetic search approach to the 2006 NIST spoken term detection evaluation," in Proc. Interspeech, Antwerp, August 2007.
2. K. Ng, Subword-based Approaches for Spoken Document Retrieval, Ph.D. Thesis, MIT, February 2000.
3. T. Hazen, F. Richardson and A. Margolis, "Topic identification from audio recordings using word and phone recognition lattices," in Proc. IEEE ASRU Workshop, Kyoto, December 2007.
4. M. Zissman, "Comparison of four approaches to automatic language identification of telephone speech," IEEE Trans. on Speech and Audio Processing, vol. 4, No. 1, pp. 31-44, 1996. (Pubitemid 126752987)
5. T. Hazen, "Segment-based automatic language identification," Jour. of the Acoustical Society of America, vol. 101, No. 4, pp. 2323-2331, 1997. (Pubitemid 27163995)
6. J. Wright, M. Carey, and E. Parris, "Statistical models for topic identification using phoneme substrings," in Proc. ICASSP, Atlanta, May 1996.
7. R. Kuhn, P. Nowell, and C. Drouin, "Approaches to phoneme-based topic spotting: An experimental comparison," in Proc. ICASSP, Munich, April 1997.
8. E. Noth, S. Harbeck, H. Niemann, and V. Warnke, "A frame and segment based approach for topic spotting," in Proc. Eurospeech, Rhodes, September 1997.
9. M. W Theunissen, K. Scheffler, and J. A. du Preez, "Phoneme-based topic spotting on the Switchboard Corpus," in Proc. Eurospeech, Aalborg, September 2001.
10. W. Belfield and H. Gish, "A topic classification system based on parametric trajectory mixture models," in Proc. Interspeech, Geneva, September 2003.
11. H. Gish, M.-H. Siu, A. Chan and W. Belfield, "Unsupervised training of an HMM-based speech recognition system for topic classification," in Proc. Interspeech, Brighton, UK, September 2009.
12. M.-H. Siu, H. Gish, A. Chan and W. Belfield, "Improved topic classification and keyword discovery using an HMM-based speech recognizer trained without supervision," in Proc. Interspeech, Makuhari, September 2010.
13. T. Hazen, "MCE training techniques for topic identification of spoken audio documents," to appear in IEEE Trans. on Audio, Speech and Language Processing, 2011.
14. W. Campbell, et al, "Phonetic speaker recognition with support vector machines", Advances in Neural Information Processing Systems 16, edited by S. Thrun, L. Saul and B. Scholkopf", MIT Press, Cambridge, MA, USA, 2004.
15. J. Cohen, "Segmenting speech using dynamic programming", Jour. of the Acoustical Society of America, vol. 69, No. 5, pp. 1430-1437, 1981.
16. H. Gish and K. Ng, "A segmental speech model with applications to word spotting," in Proc. ICASSP, Minneapolis, April 1993.
17. H. Gish and K. Ng, "Parametric trajectory models for speech recognition," in Proc. ICSLP, pp. 466-469, Philadelphia, October 1996.
18. S. Matsoukas et al, "Advances in transcript of broadcast news and conversational telephone speech within the combined EARS BBN/LIMSI system," IEEE Trans. on Audio, Speech, and Language Processing, vol. 14, No. 5, pp. 1541-1555, 2006.
19. C. Cieri, D. Miller, and K. Walker, "The Fisher corpus: A resource for the next generation of speech-to-text," in Proc. of Int. Conf. on Language Resources and Evaluation, Lisbon, May 2004.
20. P. Schwarz, P. Matejka, and J. Cernocky, "Towards lower error rates in phoneme recognition," in Proc. Int. Conf. on Text, Speech and Dialogue, Brno, September 2004.
21. A. Park and J. Glass, "Unsupervised pattern discovery in speech", IEEE Trans. on Audio, Speech, and Language Processing, vol. 16, No. 1, pp. 186-197, 2008.
22. Y. Zhang and J. Glass, "Towards multi-speaker unsupervised speech pattern discovery," in Proc. ICASSP, Dallas, March 2010.
23. A. Jansen, K. Church and H. Hermansky, "Towards spoken term discovery at scale with zero resources," in Proc. Interspeech, Makuhari, September 2010.
24. C. Cerisara, "Automatic discovery of topics and acoustic morphemes from speech," Computer Speech and Language, vol. 23, No. 2, pp. 220-239, 2009.
25. T. Hofmann, "Probabilistic latent semantic analysis,", in Proc. of Conf on Uncertainty in Artificial Intelligence, Stockholm, July 1999.
26. T. Hazen, "Latent topic modeling for audio corpus summarization," in Proc. Interspeech, Florence, August 2011.