Abstract
For one-sidedness of the various qualitative expansion methods, we propose a query terms selection method based on Grey Relational Analysis (GRA).We called the fusion expansion technique with GRA (FET-GRA). It calculates weight of expansion term by varied qualitative expansions and comprehensive weight by FET-GRA and thus extracts expansion term in terms of the weight. The experiment result of TREC dataset shows the method (FET-GRA) is substantially superior to TF-IDF, Mutual Information , Local Context Analysis.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
Similar content being viewed by others
References
Xu, J., Croft, W.B.: Query expansion using local and global document analysis. In: 19th ACM SIGIR, pp. 4–11. ACM Press, Zurich (1996)
Sun, R., Ong, C.H., Chua, T.S.: Mining dependency relations for query expansion in passage retrieval. In: Proceedings of the 29th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, pp. 382–389. ACM Press, Washington (2006)
Nen-Townsend, S., Zhou, Y., Croft, W.B.: A framework for selective query expansion. In: Proceedings of the Thirteenth ACM International Conference on Information and Knowledge Management, pp. 236–237. ACM Press (2004)
Deng, J.L.: Control problems of grey systems. Systems & Control Letters 1(5), 288–294 (1989)
Deng, J.L.: Introduction to grey system theory. The Journal of Grey System 1(1), 1–24 (1989)
Deerwester, S.C., Dumais, S.T., Landauer, T.K., et al.: Indexing by latent semantic analysis. JASIS 41, 391–407 (1990)
Jing, Y., Croft, W.B.: An association thesaurus for information retrieval. In: Proceedings of RIAO, pp. 146–160 (1994)
Callan, J.P., Croft, W.B., Broglio, J.: TREC and TIPSTER experiments with INQUERY. Information Processing & Management 31(3), 327–343 (1995)
Attar, R., Fraenkel, A.S.: Local feedback in full-text retrieval systems. Journal of the ACM (JACM) 24(3), 397–417 (1997)
Cui, H., Sun, R., Li, K., et al.: Question answering passage retrieval using dependency relations. In: Proceedings of the 28th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, pp. 382–389. ACM Press, Salvador (2005)
Ponte, J.M., Croft, W.B.: A language modeling approach to information retrieval. In: Proceedings of the 21st Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, pp. 275–281. ACM Press, Melbourne (1998)
Bai, J., Song, D., Bruza, P., et al.: Query expansion using term relationships in language models for information retrieval. In: Proceedings of the 14th ACM International Conference on Information and Knowledge Management, pp. 275–281. ACM Press, Bremen (2005)
Collins-Thompson, K., Callan, J.: Query expansion using term relationships in language models for information retrieval. In: Proceedings of the 14th ACM International Conference on Information and Knowledge Management, pp. 704–711. ACM Press, Bremen (2005)
Cui, H., Wen, J.R., Nie, J.Y., et al.: Probabilistic query expansion using query logs. In: Proceedings of the 11th International Conference on World Wide Web, pp. 325–332. ACM Press, Honolulu (2002)
Liu, Y., Ciliax, B.J., Borges, K., et al.: Comparison of two schemes for automatic keyword extraction from MEDLINE for functional gene clustering. In: Computational Systems Bioinformatics Conference 2004, pp. 394–404. ACM Press, Honolulu (2004)
Church, K.W., Hanks, P.: Word association norms, mutual information, and lexicography. Computational Linguistics 16(1), 22–29 (1990)
Gibbons, J.D., Chakraborti, S.: Nonparametric statistical inference. CRC press (2003)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2013 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Zou, J., Yu, Z., Zong, H., Guo, J., Su, L. (2013). Grey Relational Analysis for Query Expansion. In: Zhou, G., Li, J., Zhao, D., Feng, Y. (eds) Natural Language Processing and Chinese Computing. NLPCC 2013. Communications in Computer and Information Science, vol 400. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-41644-6_37
Download citation
DOI: https://doi.org/10.1007/978-3-642-41644-6_37
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-41643-9
Online ISBN: 978-3-642-41644-6
eBook Packages: Computer ScienceComputer Science (R0)