Enhancing lexical cohesion measure with confidence measures, semantic relations and language model interpolation for multimedia spoken content topic segmentation

Computer Speech and Language

Volumn 26, Issue 2, 2012, Pages 90-104

  Guinaudeau, Camille ^a   Gravier, Guillaume ^b   Sébillot, Pascale ^b  

^a INRIA   (France)

^b CAMPUS DE BEAULIEU   (France)

Author keywords

Confidence measures; Language model interpolation; Lexical cohesion; Semantic relations; Topic segmentation; TV broadcasts

Indexed keywords

CONFIDENCE MEASURE; LANGUAGE MODEL; LEXICAL COHESION; SEMANTIC RELATIONS; TOPIC SEGMENTATION; TV BROADCASTS;

COMPUTATIONAL LINGUISTICS; INTERPOLATION; MULTIMEDIA SYSTEMS; SEMANTICS; TELEVISION BROADCASTING;

ADHESION;

EID: 80055029410     PISSN: 08852308     EISSN: 10958363     Source Type: Journal    
DOI: 10.1016/j.csl.2011.06.002     Document Type: Article

References (36)

1. Allan J., Carbonell J., Doddington G., and Yamron J.Y.Y. Topic detection and tracking pilot study final report Proceedings of the DARPA Broadcast News Transcription and Understanding Workshop 1998
2. Amaral R., and Trancoso I. Topic indexing of TV broadcast news programs Proceedings of the 6th International Workshop on Computational Processing of the Portuguese Language 2003
3. Bacchiani M., and Roark B. Unsupervised language model adaptation Proceedings of the 28th International Conference on Acoustics, Speech and Signal Processing 2003
4. Barzilay R., and Elhadad M. Using lexical chains for text summarization Proceedings of the Association for Computational Linguistics Intelligent Scalable Text Summarization Workshop 1997
5. Beeferman D., Berger A., and Lafferty J. Statistical models for text segmentation Machine Learning 34 1-3 1999 177 210
6. Boguraev B.K., and Neff M.S. Lexical cohesion, discourse segmentation and document summarization Proceedings of the 6th International Conference on Content-Based Multimedia Information Access 2000
7. Christensen H., Kolluru B., Gotoh Y., and Renals S. Maximum entropy segmentation of broadcast news Proceedings of IEEE International Conference on Acoustics, Speech and Signal Processing 2005
8. Church K.W., and Hanks P. Word association norms, mutual information, and lexicography Computational Linguistics 16 1 1990 22 29
9. Claveau V., and Sé billot P. From effiency to portability: acquisition of semantic relations by semi-supervised machine learning Proceedings of the 20th International Conference on Computational Linguistics 2004
10. Daille B. Study and implementation of combined techniques for automatic extraction of terminology The Balancing Act: Combining Symbolic and Statistical Approaches to Language 1996 MIT Press 49 66
11. Deerwester S., Dumais S., Furnas G., Landauer T., and Harshman R. Indexing by latent semantic analysis Journal of the American Society for Information Science 41 6 1990 391 407
12. Fayolle J., Moreau F., Raymond C., Gravier G., and Gros P. CR F-based combination of contextual features to improve a posteriori word-level confidence measures Proceedings of the 11th International Conference on Speech Communication and Technologies 2010
13. Ferret O. Approches endogne et exogne pour amé liorer la segmentation thématique de documents Traitement Automatique des Langues 47 2 2006 111 135
14. Galliano S., Gravier G., and Chaubard L. The ESTER 2 evaluation campaign for the rich transcription of French radio broadcasts Proceedings of the 10th Conference of the International Speech Communication Association 2009
15. Grefenstette G. Sextant: exploring unexplored contexts for semantic extraction from syntactic analysis Proceedings of the 30th Annual Meeting of the Association for Computational Linguistics 1992
16. Grefenstette G. Corpus-derived first, second and third-order word affinities Proceedings of the Euralex 1994
17. Halliday M., and Hasan R. Cohesion in English 1976 Longman
18. Hearst M.A. TextTiling: segmenting text into multi-paragraph subtopic passages Computational Linguistics 23 1 1997 33 64 (Pubitemid 127458657)
19. Hirst G., and Budanitsky A. Correcting real-word spelling errors by restoring lexical cohesion Natural Language Engineering 11 2005 87 111 (Pubitemid 40555947)
20. Huet S., Gravier G., and Sébillot P. Un modle multi-sources pour la segmentation en sujets de journaux radiophoniques Proceedings of the 15e Conférence sur le Traitement Automatique des Langues Naturelles 2008
21. Huet S., Gravier G., and Sébillot P. Morpho-syntactic post-processing of N-best lists for improved French automatic speech recognition Computer Speech and Language 24 4 2010 663 684
22. Inkpen D., and Desilets A. Semantic similarity for detecting recognition errors in automatic speech transcripts Proceedings of the Conference on Human Language Technology and Empirical Methods in Natural Language Processing 2005
23. Jelinek F., and Mercer R.L. Interpolated estimation of Markov source parameters from sparse data Pattern Recognition in Practice 1981 381 397
24. Jobbins A.C., and Evett L.J. Text segmentation using reiteration and collocation Proceedings of the 17th International Conference on Computational Linguistics 1998
25. Klebanov B.B., Diermeier D., and Beigman E. Lexical cohesion analysis of political speech Political Analysis 16 4 2008 447 463
26. Landauer T., Foltz P., and Laham D. Introduction to latent semantic analysis Discourse Processes 25 1998 259 284
27. Malioutov I., and Barzilay R. Minimum cut model for spoken lecture segmentation Proceedings of the 21st International Conference on Computational Linguistics and the 44th Annual Meeting of the Association for Computational Linguistics 2006
28. Manabu O., and Takeo H. Word sense disambiguation and text segmentation based on lexical cohesion Proceedings of the 15th International Conference on Computational Linguistics 1994
29. Manning C.D., and Schütze H. Foundations of Statistical Natural Language Processing 1999 MIT Press
30. Morris J., and Hirst G. Lexical cohesion computed by thesaural relations as an indicator of the structure of text Computational Linguistics 17 1 1991 21 48
31. Mulbregt P.V., Carp I., Gillick L., Lowe S., and Yamron J. Segmentation of automatically transcribed broadcast news text Proceedings of the DARPA Broadcast News Workshop 1999
32. Ostendorf M., Favre B., Grishman R., Hakkani-Tür D., Harper M., Hillard D., Hirschberg J.B., Ji H., Kahn J.G., Liu Y., Matusov E., Ney H., Shriberg E., Wang W., and Wooters C. Speech segmentation and spoken document processing Signal Processing Magazine 25 3 2008 59 69 (Pubitemid 351695641)
33. Stolcke A., Shriberg E., Hakkani-Tür D., Tür G., Rivlin Z., and Sönmez K. Combining words and speech prosody for automatic topic segmentation Proceedings of the DARPA Broadcast News Workshop 1999
34. Utiyama M., and Isahara H. A statistical model for domain-independent text segmentation Proceedings of the 39th Annual Meeting of the Association for Computational Linguistics 2001
35. Wactlar H.D., Kanade T., Smith M.A., and Stevens S.M. Intelligent access to digital video: Informedia project Computer 29 5 1996 46 52 (Pubitemid 126596188)
36. Xingwei, M. The Please provide the year of publication and page range for the reference Xingwei (in press).relationship between cohesion and coherence, Journal of Foreign Languages, 4.