Abstract
This paper describes a way to influence the content identification process in automatically generating multi-document summarizations of a cluster of documents regarding the same topic. The proposed method uses the weighted harmonic mean between precision and recall and results in a multiset of concepts that we consider to be defining for a cluster. These concepts can be used for selecting the proper sentences from the original cluster of documents and thus generating the multi-document summarization.
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References
Bronselaer, A., Van Britsom, D., De Tré, G.: A framework for multiset merging. Fuzzy Sets and Systems 191(0), 1–20 (2012)
Bronselaer, A., De Tré, G., Van Britsom, D.: Multiset merging: the majority rule. In: Proceedings of the EUROFUSE 2011 Workshop (2011)
van Rijsbergen, C.J.: Information Retrieval. Butterworths, London (1979)
Lin, C.-Y., Hovy, E.: From single to multi-document summarization: A prototype system and its evaluation. In: ACL 2002 Proceedings of the 40th Annual Meeting of the Association for Computational Linguistics on Computational Linguistics, pp. 457–464 (2002)
Britsom, D.V., Bronselaer, A., De Tré, G.: Automatically generating multi-document summarizations. In: Proceedings of the 11th International Conference on Intelligent Systems Design and Applications, pp. 142–147. IEEE (2011)
McKeown, K., Passonneau, R., Elson, D., Nenkova, A., Hirschberg, J.: Do summaries help? a task based evaluation of multi document summarization. In: Proceedings of the 28th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, pp. 210–217 (2005)
Barzilay, R., McKeown, K.R., Elhadad, M.: Information fusion in the context of multi-document summarization. In: ACL 1999 Proceedings of the 37th Annual Meeting of the Association for Computational Linguistics on Computational Linguistics, pp. 550–557 (1999)
Baeza-Yates, R., Ribeiro-Neto, B.: Modern information retrieval. ACM Press (1999)
Yager, R.: On the theory of bags. International Journal of General Systems 13(1), 23–27 (1986)
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© 2012 Springer-Verlag Berlin Heidelberg
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Van Britsom, D., Bronselaer, A., De Tré, G. (2012). Concept Identification in Constructing Multi-Document Summarizations. In: Greco, S., Bouchon-Meunier, B., Coletti, G., Fedrizzi, M., Matarazzo, B., Yager, R.R. (eds) Advances in Computational Intelligence. IPMU 2012. Communications in Computer and Information Science, vol 298. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-31715-6_30
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DOI: https://doi.org/10.1007/978-3-642-31715-6_30
Publisher Name: Springer, Berlin, Heidelberg
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