Abstract
Orientation calculation of words is the basis of orientation calculation on the large-scale text. Except some words, most of these word orientations are complex, and should be analysis in specific domain. The traditional algorithm of word orientation calculation relies mainly on the standard word set. The word orientation is calculated according to its semantic distance between words in the standard set. In this paper, a dynamic standard word set is build based on domain and part of speech information. The word orientation is calculated based on the corresponding standard set according to its domain and part of speech. The experiment results show that the proposed algorithm is reasonable. The domain and part of speech is useful for the orientation calculation.
This project is supported by the Outstanding Young Foundation of Beijing (No. 2009D005005000004).
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
The 27th China Internet Development Statistics Report, http://www.chinaewindow.net/blog/
Hatzivassiloglou, V., McKeown, K.R.: Predicting the semantic orientation of adjectives. In: ACL 1998, Proceedings of the 35th Annual Meeting of the Association for Computational Linguistics and EACL 1997, pp. 174–181 (1998)
Turney, P.D.: Thumbs up or thumbs down? Semantic Orientation Applied to Unsupervised Classification of Reviews. In: Proceedings of the 40th Annual Meeting of the Association for Computational Linguistics, pp. 417–424 (2002)
Wang, G., Zhao, J.: Orientation analysis of Chinese word (in Chinese), http://nlpr-web.ia.ac.cn/2006papers/gnhy/nh4.pdf
Kamps, J., Marx, M., Mokken, R.J., Rijke, M.D.: Using WordNet to Measure Semantic Orientations of Adjectives. In: LREC 2004, Proceedings of the 4th International Conference on Language Resources and Evaluation, vol. IV, pp. 1115–1118 (2004)
Zhu, Y.-L., Min, J., Zhou, Y.-Q., Huang, X.-J., Wu, L.-D.: Semantic orientation computing based on HowNet. Journal of Chinese Information Processing 20(1), 14–20
Du, W., Tan, S., Yun, X., Cheng, X.: A new method to compute semantic orientation. Journal of Computer Research and Development 46(10), 1713–1720 (2009)
Dong, Z., Dong, Q.: HowNet, http://www.keenage.com
Xia, M., Sha, Y., Wang, X., Jiang, H.: Semantic orientation calculation of words with different part of speech. In: ICNC 2011, The 7th International Conference on Natural Computation, pp. 939–943 (2011)
Liu, Q., Li, S.: Word Similarity Computing Based on How-net. In: 3th Chinese Lexical Semantics Workshop (2002) (in Chinese)
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2012 Springer-Verlag GmbH Berlin Heidelberg
About this paper
Cite this paper
Sha, Y., Xia, M., Jiang, H., Wang, X. (2012). Word Semantic Orientation Calculation Algorithm Based on Dynamic Standard Word Set. In: Gaol, F., Nguyen, Q. (eds) Proceedings of the 2011 2nd International Congress on Computer Applications and Computational Science. Advances in Intelligent and Soft Computing, vol 144. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-28314-7_18
Download citation
DOI: https://doi.org/10.1007/978-3-642-28314-7_18
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-28313-0
Online ISBN: 978-3-642-28314-7
eBook Packages: EngineeringEngineering (R0)