Abstract
In this paper we present a kind of collocation extraction method based on automatic semantic analysis. On the basis of semantic dependency analysis, we use co-occurrence frequency and mutual information to extract collocation. Compared with the accuracy of collocation extraction based on syntactic dependency parsing, the one based on semantic dependency analysis can achieve 77.7% accuracy.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Choueka, Y., TandNeuwitz, E.: Automatic Retrieval of Frequent Idiomatic and Collocational Expressions in a Large Corpus. Journal of Literary and Linguistic Computing 4 (1983)
Church, K., Hanks, P.: Word Association Norms. Mutual information and Lexicography. Computational Linguistics 16(1), 22–29 (1990)
Smadja, F.: Retrieving Collocation from Text: Xtract. Computational Linguistic 19(1), 143–177 (1993)
Lin, D.: Extracting collocations from text corpora. In: First Workshop on Computational Terminology, Montreal, Canada, pp. 8–12 (1998)
Yang, S.: machine learning for collocation identification. In: 2003 IEEE International Conference on Natural Language Processing and Knowledge Engineering (NLP-KE 03), Beijing, pp. 315–320 (2003)
Sun, M.: Preliminary study on quantitative analysis of Chinese Collocation. Studies of the Chinese Language (1) (1997)
Sun, H.: Generalizing grammar rules from annotated corpus: analysis of “V + N”. In: The Forth China National Conference on Computational Linguistics. Tsinghua University Press, Beijing (1997)
Qu, W., Xiaohe, C., Genlin, J.: A Frame-based Approach to Chinese Collocation Automatic Extracting. Computer Engineering 12 (2004)
Che, W., Liu, T., Qin, B.: A method to fetch collocations orienting dependency grammar. In: The sixth China National Conference on Computational Linguistics. Tsinghua University Press, Beijing (2001)
Xu, R.: A Grammar Parser Based on Collocation Knowledge Base and Grammar Function Match. Nanjing Normal University (2013)
Firth,J.R.: Modes of meaning. In: Essays and Studies. The English Association, 1951. Reprinted in J.R. Firth Pagers in Linguistics 1934–1951. Oxford University Press, London, pp. 190–215 (1964)
Lin, X.G.: Research on Collocation. Chinese Teaching & Studies (4) (1994)
Shen, X.: A study on Chinese Collocatino. Fudan University (2007)
Che, W., Li, Z., Liu, T.: LTP: a chinese language technology platform. In: Proceedings of the Coling 2010: Demonstrations, Beijing, China, pp. 13–16, August 2010
Ding, Yu., Shao, Y., Che, W., Liu, T.: Dependency Graph based Chinese Semantic Parsing. Harbin Institute of Technology, Harbin (2014)
Zhang, S., Lin, X.: The dictionary of modern Chinese words collocation. The commercial press
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2016 Springer International Publishing AG
About this paper
Cite this paper
Liu, S., Shao, Y., Zheng, L., Ding, Y. (2016). Research on Collocation Extraction Based on Syntactic and Semantic Dependency Analysis. In: Dong, M., Lin, J., Tang, X. (eds) Chinese Lexical Semantics. CLSW 2016. Lecture Notes in Computer Science(), vol 10085. Springer, Cham. https://doi.org/10.1007/978-3-319-49508-8_21
Download citation
DOI: https://doi.org/10.1007/978-3-319-49508-8_21
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-319-49507-1
Online ISBN: 978-3-319-49508-8
eBook Packages: Computer ScienceComputer Science (R0)