Using multiple features and statistical model to calculate text units similarity

2005 International Conference on Machine Learning and Cybernetics, ICMLC 2005

Volumn , Issue , 2005, Pages 3834-3839

  Xu, Yong Dong ^a   Xu, Zhi Ming ^a   Wang, Xiao Long ^a   Liu, Yuan Chao ^a   Liu, Tao ^a  

^a HARBIN INSTITUTE OF TECHNOLOGY   (China)

Author keywords

Logistic regression model; Multi document automatic summarization; Multiple features; Text units similarity computation

Indexed keywords

MATHEMATICAL MODELS; SEMANTICS; STATISTICAL METHODS; TEXT PROCESSING;

LOGISTIC REGRESSION MODEL; MULTI-DOCUMENT AUTOMATIC SUMMARIZATION; MULTIPLE FEATURES; TEXT UNITS SIMILARITY COMPUTATION;

FEATURE EXTRACTION;

EID: 28444479509     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (15)

1. Mani, Inderjeet, and Eric Bloedorn. "Summarizing Similarities and Differences Among Related Documents." Information Retrieval 1 (1): 1-23. 1999.
2. Peter Willet. "Recent Trends in Hierachical Document Clustering." Information Processing and Management, 24(5):577-597. 1988.
3. Gerard Salton. "Automatic Text Processing: The Transformation, Analysis, and Retrieval of Information by Computer." Addison-Wesley, Reading, Massachusetts. 1989.
4. Jaime P. Callan. "Passage-Level Evidence in Document Retrieval." In Proceedings of the 17th A CM SIGIR International Conference on Research and Development in Information Retrieval, pages 302-309, Dublin, Ireland. 1994.
5. Alan F. Smeaton. "Progress in the Application of Natural Language Processing to Information Retrieval Tasks." The Computer Journal, 35(3):268-278. 1992.
6. Vasileios Hatzivassiloglou, etc. "SimFinder: A Flexible Clustering Tool for Summarization." NAACL Workshop on Auromatic Summarization, Association for Computational Linguistics. 2001.
7. James Allan, etc. "Topic Detection and tracking pilot study: Final report." In Proceedings of the DARPA Broadcast News Understanding and Transcription Workshop, pages 194-218, April. 1998.
8. John Fiscus, etc. "NIST's 1998 Topic Detection and Tracking evaluation." In Proceedings of the 1999 DARPA Broadcast News Workshop, pages 19-24, Herndon, Virginia, February-March. 1999.
9. Yang, Y. & Pedersen, J. O. "A comparative study on feature selection in text categorization." In Proceedings of ICML-97, 14th International Conference on Machine Learning, 412-420. 1997.
10. Qingcai Chen, Xiaolong Wang. "A Word-Vector-Based Quantization Model of Chinese Word Sense." Journal of Computer Research & Development.Vol.38, No.2, 2001: 207-212.
11. Qingcai Chen, Xiaolong Wang, etc. "Subtopic Segmentation of Chinese Document: An Adapted Dotplot Approach." ICMLC'02, 2002: 1571-1576.
12. S. Kurohashi and M. Naguo. "Automatic Detection of Discourse Structure by Checking Surface Information in Sentence." In Proc. of the 15th International Conference on Computational Linguistics, pages 1123-1127. 1994.
13. R. Cohen. "Analyzing the structure of argumentative discourse." Computational Linguistics, 13:11-24. 1987.
14. S.W. McRoy. "Using multiple knowledge sources for word sense discrimination." Computational Linguistics, 18(1):1-30. 1992.
15. M. Rayner, etc. "Combining knowledge sources to reorder n-best speech hypothesis lists." In Proc. of the Human Language technology Workshop 1994, pages 271-221.