Abstract
Today blog has become an important medium for people to post their ideas and share new information. And the market trend of pricing Up/Down always draws people’s attention. In this paper, we make a thorough study on mining market trend from blog titles in the field of housing market and stock market, based on lexical semantic similarity. We focus on the automatic extraction and construction of Chinese Up/Down verb lexicon, by using both Chinese and Chinese-English bilingual semantic similarity. The experimental results show that verb lexicon extraction based on semantic similarity is of great use in the task of mining public opinions on market trend, and that the performance of applying English similar words to Chinese verb lexicon extraction is well compared with using Chinese similar words.
This is a preview of subscription content, log in via an institution to check access.
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
Chang, P., Tseng, H., Jurafsky, D., Christopher, D.: Discriminative reordering with Chinese grammatical relations features. In: Proceedings of the Third Workshop on Syntax and Structure in Statistical Translation, pp. 51–59 (2009)
Chaudhuri, S., Ganti, V., Xin, D.: Exploiting web search to generate synonyms for entities. In: Proceedings of WWW 2009, pp. 166–172 (2009)
Chesley, P., Vincent, B., Xu, L., Srihari, R.: Using verbs and adjectives to automatically classify blog sentiment. In: Proceedings of AAAI 2006, pp. 27–29 (2006)
Peramunetilleke, D., Wong, R.: Currency exchange rate forecasting from news headlines. In: Proceedings of the 13th Australian Database Conference, pp. 129–137 (2002)
Harris, Z.: Mathematical Structures of Language. Wiley, New York (1968)
Lin, D.: Automatic retrieval and clustering of similar words. In: Proceedings of Coling/ACL 1998, pp. 768–774 (1998)
Lin, D., Zhao, S., Qin, L., And Zhou, M.: Identifying synonyms among distributional similar words. In: Proceedings of IJCAI 2003, pp. 1492–1493 (2003)
Liu, F., Wang, D., Li, B., Liu, Y.: Improving blog polarity classification via topic analysis and adaptive methods. In: Proceedings of NAACL 2010 (2003)
Potthast, M., Stein, B., Anderka, M.: A Wikipedia-based multilingual retrieval model. In: Proceedings of ECIR 2008 (2008)
Pang, B., Lee, L.: Opinion mining and sentiment analysis. Foundations and Trends in Information Retrieval (2008)
Pantel, P., Crestan, E., Borkovsky, A., Popescu, M., Vyas, V.: Web-scale distributional similarity and entity set expansion. In: Proceedings of EMNLP 2009 (2009)
Park, K., Jeong, Y., Myaeng, S.: Detecting experiences from weblogs. In: Proceedings of ACL 2010 (2010)
Pennacchiotti, M., Pantel, P.: Entity extension via ensemble semantics. In: Proceedings of EMNLP 2009 (2009)
Sorg, P., Cimiano, P.: Cross-lingual information retrieval with explicit semantic analysis. In: Proceedings of CLEF 2008 (2008)
Plas, L., Tiedemann, J.: Finding synonyms using automatic word alignment and measures of distributional similarity. In: Proceedings of COLING/ACL 2006, pp. 866–873 (2006)
Shi, S., Zhang, H., Yuan, X., Wen, J.: Corpus-based semantic class mining: distributional vs. pattern-based approaches. In: Proceedings of COLING 2010, pp. 993–1001 (2010)
Turney, P., Littman, M.: Measuring praise and criticism: inference of semantic orientation from association. ACM Transactions on Information Systems, 315–346 (2003)
Wu, H., Zhou, M.: Optimizing synonym extraction using monolingual and bilingual resources. In: Proceedings of the Second International Workshop on Paraphrasing: Paraphrase Acquisition and Application (2003)
Yu, S., Zhu, X., Wang, H., Zhang, H., Zhang, Y., Zhu, D., Lu, J., Guo, R.: The Grammatical Knowledge-base of Contemporary Chinese. Tsinghua University Press (2003)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2012 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Wang, F., Wu, Y. (2012). Mining Market Trend from Blog Titles Based on Lexical Semantic Similarity. In: Gelbukh, A. (eds) Computational Linguistics and Intelligent Text Processing. CICLing 2012. Lecture Notes in Computer Science, vol 7182. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-28601-8_22
Download citation
DOI: https://doi.org/10.1007/978-3-642-28601-8_22
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-28600-1
Online ISBN: 978-3-642-28601-8
eBook Packages: Computer ScienceComputer Science (R0)