Assessing Context for Extraction of Near Synonyms from Product Reviews in Spanish

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• 关键词：Semantic similarity ; Product reviews ; Vector space model ; Context
• 刊名：Lecture Notes in Computer Science
• 出版年：2016
• 出版时间：2016
• 年：2016
• 卷：9924
• 期：1
• 页码：125-133
• 全文大小：271 KB
• 参考文献：1.Edmonds, P., Hirst, G.: Near-synonymy and lexical choice. Comput. Linguist. 28(2), 105–144 (2002)CrossRef
  2.Freixa, J.: Causes of denominative variation in terminology: a typology proposal. Terminology 12(1), 51–77 (2006)CrossRef
  3.Harris, Z.: Distributional structure. Word 10(23), 146–162 (1954)CrossRef
  4.Schütze, H.: Dimensions of meaning. In: Proceedings of the ACM/IEEE Conference on Supercomputing, pp. 787–796. IEEE Computer Society Press (1992)
  5.Schütze, H.: Automatic word sense discrimination. Comput. Linguist. 24(1), 97–123 (1998)
  6.Galicia-Haro, S.N., Gelbukh, A.: Extraction of semantic relations from opinion reviews in Spanish. In: Gelbukh, A., Espinoza, F.C., Galicia-Haro, S.N. (eds.) MICAI 2014, Part I. LNCS, vol. 8856, pp. 175–190. Springer, Heidelberg (2014)
  7.Padró, L., Stanilovsky, E.: Freeling 3.0: towards wider multilinguality. In: Proceedings of the Language Resources and Evaluation Conference, LREC 2012. ELRA (2012)
  8.Sahlgren, M.: The word-space model: using distributional analysis to represent syntagmatic and paradigmatic relations between words in high-dimensional vector spaces. Ph.D. thesis, Department of Linguistics, Stockholm University (2006)
  9.Gelbukh, A.F., Bolshakov, I.A.: Internet, a true friend of translator: the Google wildcard operator. Int. J. Trans. 18(1–2), 41–48 (2006)
  10.Ferret, O.: Testing semantic similarity measures for extracting synonyms from a corpus. In: Proceedings of the 7th International Conference on Language Resources and Evaluation, LREC 2010, pp. 3338–3343 (2010)
  11.Hazem, A., Daille, B.: Semi-compositional method for synonym extraction of multi word terms. In: Proceedings of the 9th International Conference on Language Resources and Evaluation, LREC 2014, pp. 1202–1207 (2014)
  12.Manning, C., Schütze, H.: Foundations of Statistical Natural Language Processing. MIT Press, Cambridge (1999)MATH
  13.McInnes, B.T.: Extending the log-likelihood measure to improve collocation identification. Master thesis, University of Minnesota (2004)
  14.Salton, G., Lesk, M.E.: Computer evaluation of indexing and text processing. J. Assoc. Comput. Mach. 15(1), 8–36 (1968)CrossRef MATH
  15.Rosner, M., Sultana, K.: Automatic methods for the extension of a bilingual dictionary using comparable corpora. In: Proceedings of the 9th International Conference on Language Resources and Evaluation, LREC 2014, pp. 3790–3797 (2014)
  16.Manning, C.D., Raghavan, P., Schütze, H.: Introduction to Information Retrieval. Cambridge University Press, Cambridge (2008)CrossRef MATH
  
• 作者单位：Sofía N. Galicia-Haro (17)
  Alexander F. Gelbukh (18)
  
  17. Faculty of Sciences, UNAM, Mexico City, Mexico
  18. Center for Computing Research, National Polytechnic Institute, Mexico City, Mexico
  
• 丛书名：Text, Speech, and Dialogue
• ISBN：978-3-319-45510-5
• 刊物类别：Computer Science
• 刊物主题：Artificial Intelligence and Robotics
  Computer Communication Networks
  Software Engineering
  Data Encryption
  Database Management
  Computation by Abstract Devices
  Algorithm Analysis and Problem Complexity
  
• 出版者：Springer Berlin / Heidelberg
• ISSN：1611-3349
• 卷排序：9924

文摘

This paper reports ongoing research on near synonym extraction. The aim of our work is to identify the near synonyms of multiword terms related to an electro domestic product domain. The state of the art approaches for identification of single word synonyms are based on distributional methods. We analyzed for this method different sizes and types of contexts, from a collection of Spanish reviews and from the Web. We present some results and discuss the relations found.