| Detection of agreement vs. disagreement in meetings: training with unlabeled data |
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North American Chapter Of The Association For Computational Linguistics
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Proceedings of the 2003 Conference of the North American Chapter of the Association for Computational Linguistics on Human Language Technology: companion volume of the Proceedings of HLT-NAACL 2003--short papers - Volume 2
table of contents
Edmonton, Canada
Pages: 34 - 36
Year of Publication: 2003
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Authors
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Association for Computational Linguistics
Morristown, NJ, USA
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Downloads (6 Weeks): 3, Downloads (12 Months): 13, Citation Count: 7
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 ABSTRACT
To support summarization of automatically transcribed meetings, we introduce a classifier to recognize agreement or disagreement utterances, utilizing both word-based and prosodic cues. We show that hand-labeling efforts can be minimized by using unsupervised training on a large unlabeled data set combined with supervised training on a small amount of data. For ASR transcripts with over 45% WER, the system recovers nearly 80% of agree/disagree utterances with a confusion rate of only 3%.
REFERENCES
Note: OCR errors may be found in this Reference List extracted from the full text article. ACM has opted to expose the complete List rather than only correct and linked references.
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D. Baron et al. 2002. Automatic punctuation and disfluency detection in multi-party meetings using prosodic and lexical cues. In Proc. ICSLP, pages 949--952.
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2
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S. Bhagat, H. Carvey, and E. Shriberg. 2003. Automatically generated prosodic cues to lexically ambiguous dialog acts in multi-party meetings. In ICPhS.
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3
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L. Breiman et al. 1984. Classification And Regression Trees. Wadsworth International Group, Belmont, CA.
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4
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J. Chu-Carroll. 1998. A statistical model for discourse act recognition in dialogue interactions. In Applying Machine Learning to Discourse Processing. Papers from the 1998 AAAI Spring Symposium, pages 12--17.
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5
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Nelson Morgan , Don Baron , Jane Edwards , Dan Ellis , David Gelbart , Adam Janin , Thilo Pfau , Elizabeth Shriberg , Andreas Stolcke, The meeting project at ICSI, Proceedings of the first international conference on Human language technology research, p.1-7, March 18-21, 2001, San Diego
[doi> 10.3115/1072133.1072203]
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N. Reithinger and M. Klesen. 1997. Dialogue act classification using language models. In Proc. Eurospeech, pages 2235--2238, September.
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E. Shriberg et al. 1998. Can prosody aid the automatic classification of dialog acts in conversational speech? Language and Speech, 41(3--4), pages 439--487.
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9
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E. Shriberg et al. 2001. Observations on overlap: Findings and implications for automatic processing of multi-party conversation. In Proc. Eurospeech, pages 1359--1362.
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10
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S. Siegel and J. Castellan. 1988. Nonparametric Statistics For the Behavioral Sciences. McGraw-Hill Inc., New York, NY, second edition edition.
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CITED BY 7
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C. Mario Christoudias , Kate Saenko , Louis-Philippe Morency , Trevor Darrell, Co-Adaptation of audio-visual speech and gesture classifiers, Proceedings of the 8th international conference on Multimodal interfaces, November 02-04, 2006, Banff, Alberta, Canada
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Michel Galley , Kathleen McKeown , Julia Hirschberg , Elizabeth Shriberg, Identifying agreement and disagreement in conversational speech: use of Bayesian networks to model pragmatic dependencies, Proceedings of the 42nd Annual Meeting on Association for Computational Linguistics, p.669-es, July 21-26, 2004, Barcelona, Spain
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Dong Zhang , Daniel Gatica-Perez , Samy Bengio , Iain McCowan , Guillaume Lathoud, Multimodal group action clustering in meetings, Proceedings of the ACM 2nd international workshop on Video surveillance & sensor networks, October 15-15, 2004, New York, NY, USA
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Zhiwen Yu , Motoyuki Ozeki , Yohsuke Fujii , Yuichi Nakamura, Towards smart meeting: enabling technologies and a real-world application, Proceedings of the 9th international conference on Multimodal interfaces, November 12-15, 2007, Nagoya, Aichi, Japan
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Bradley A. Goodman , Frank N. Linton , Robert D. Gaimari , Janet M. Hitzeman , Helen J. Ross , Guido Zarrella, Using Dialogue Features to Predict Trouble During Collaborative Learning, User Modeling and User-Adapted Interaction, v.15 n.1-2, p.85-134, March 2005
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Iain McCowan , Daniel Gatica-Perez , Samy Bengio , Guillaume Lathoud , Mark Barnard , Dong Zhang, Automatic Analysis of Multimodal Group Actions in Meetings, IEEE Transactions on Pattern Analysis and Machine Intelligence, v.27 n.3, p.305-317, March 2005
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