Weighted graph model based sentence clustering and ranking for document summarization

Proceedings - 4th International Conference on Interaction Sciences: IT, Human and Digital Content, ICIS 2011

Volumn , Issue , 2011, Pages 90-95

  Ge, Shuzhi Sam ^a   Zhang, Zhengchen ^a   He, Hongsheng ^a  

^a NATIONAL UNIVERSITY OF SINGAPORE   (Singapore)

Author keywords

[No Author keywords available]

Indexed keywords

DATA SETS; DOCUMENT SUMMARIZATION; MATRIX; SENTENCE CLUSTERING; SENTENCE SIMILARITY; SPARSE NON-NEGATIVE MATRIX FACTORIZATIONS; WEIGHTED GRAPH; WEIGHTED UNDIRECTED GRAPH;

BLIND SOURCE SEPARATION; FACTORIZATION;

CLUSTERING ALGORITHMS;

EID: 80053389376     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (21)

1. R. Mihalcea and P. Tarau, "TextRank: Bringing order into texts," in Proceedings of EMNLP. Barcelona: ACL, 2004, pp. 404-411.
2. D. McDonald and H. Chen, "Summary in context: Searching versus browsing," ACM Transactions on Information Systems (TOIS), vol. 24, no. 1, pp. 111-141, 2006.
3. D. Radev, H. Jing, M. Sty, and D. Tam, "Centroid-based summarization of multiple documents," Information Processing & Management, vol. 40, no. 6, pp. 919-938, 2004.
4. D. Wang, T. Li, S. Zhu, and C. Ding, "Multi-document summarization via sentence-level semantic analysis and symmetric matrix factorization," in Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval. ACM, 2008, pp. 307-314.
5. Y. Gong and X. Liu, "Generic text summarization using relevance measure and latent semantic analysis," in Proceedings of the 24th annual international ACM SIGIR conference on Research and development in information retrieval. ACM, 2001, pp. 19-25. (Pubitemid 32951051)
6. J. Lee, S. Park, C. Ahn, and D. Kim, "Automatic generic document summarization based on non-negative matrix factorization," Information Processing & Management, vol. 45, no. 1, pp. 20-34, 2009.
7. W. Xu, X. Liu, and Y. Gong, "Document clustering based on nonnegative matrix factorization," in Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval. ACM, 2003, p. 273.
8. C. Lin and E. Hovy, "The automated acquisition of topic signatures for text summarization," in Proceedings of the 18th conference on Computational linguistics-Volume 1. Association for Computational Linguistics, 2000, pp. 495-501.
9. S. Harabagiu and F. Lacatusu, "Using topic themes for multi-document summarization," ACM Transactions on Information Systems (TOIS), vol. 28, no. 3, pp. 1-47, 2010.
10. M. Fattah and F. Ren, "GA, MR, FFNN, PNN and GMM based models for automatic text summarization," Computer Speech & Language, vol. 23, no. 1, pp. 126-144, 2009.
11. T. Nomoto and Y. Matsumoto, "The diversity-based approach to open-domain text summarization," Information Processing & Management, vol. 39, no. 3, pp. 363-389, 2003.
12. A. Pons-Porrata, R. Berlanga-Llavori, and J. Ruiz-Shulcloper, "Topic discovery based on text mining techniques," Information Processing & Management, vol. 43, no. 3, pp. 752-768, 2007. (Pubitemid 46164823)
13. A. Louis, A. Joshi, and A. Nenkova, "Discourse indicators for content selection in summarization," in Proceedings of SIGGIAL 2010: the 11th Annual Meeting of the Special Interest Group in Discourse and Dialogue, 2010.
14. L. Page, S. Brin, R. Motwani, and T. Winograd, "The pagerank citation ranking: Bringing order to the web," Technical report, Stanford Digital Library Technologies Project, Tech. Rep., 1998.
15. G. Erkan and D. Radev, "LexRank: Graph-based lexical centrality as salience in text summarization," Journal of Artificial Intelligence Research, vol. 22, no. 1, pp. 457-479, 2004. (Pubitemid 41525893)
16. P. Hoyer, "Non-negative matrix factorization with sparseness constraints," The Journal of Machine Learning Research, vol. 5, pp. 1457-1469, 2004.
17. P. Over, "Introduction to duc-2001: an intrinsic evaluation of generic news text summarization systems," in DUC-01 Workshop on Text Summarization, vol. 1430, 2001, p. 3345.
18. C. J. van Rijsbergen, Information Retrieval. Butterworth-Heinemann, 1979.
19. W. Frakes and R. Baeza-Yates, Information retrieval: Data structures & algorithms. Prentice Hall Englewood Cliffs, NJ, 1992.
20. C. Lin, "Rouge: A package for automatic evaluation of summaries," in Proceedings of the Workshop on Text Summarization Branches Out (WAS 2004), 2004, pp. 25-26.
21. H. Zha, "Generic summarization and keyphrase extraction using mutual reinforcement principle and sentence clustering," in Proceedings of the 25th annual international ACM SIGIR conference on Research and development in information retrieval. ACM, 2002, p. 120.