Aspect-Level Sentiment Analysis in Czech

作者: Josef Steinberger , Tomáš Brychcín , Michal Konkol

DOI: 10.3115/V1/W14-2605

关键词:

摘要: This paper presents a pioneering research on aspect-level sentiment analysis in Czech. The main contribution of the is newly created Czech aspectlevel corpus, based data from restaurant reviews. We annotated corpus with two variants ‐ aspect terms and categories. consists 1,244 sentences 1,824 aspects freely available to community. Furthermore, we propose baseline system supervised machine learning. Our detects Fmeasure 68.65% their polarities accuracy 66.27%. categories are recognized F-measure 74.02% 66.61%.

参考文章(26)
Mohammad Sadegh Hajmohammadi, Roliana Ibrahim, Zulaiha Ali Othman, Opinion Mining and Sentiment Analysis: A Survey international conference on bioinformatics. ,vol. 2, pp. 171- 178 ,(2012) , 10.24297/IJCT.V2I3C.2717
James Pustejovsky, Amber Stubbs, Natural Language Annotation for Machine Learning ,(2012)
L. A. Ramshaw, M. P. Marcus, Text Chunking Using Transformation-Based Learning meeting of the association for computational linguistics. pp. 157- 176 ,(1999) , 10.1007/978-94-017-2390-9_10
David M Blei, Andrew Y Ng, Michael I Jordan, None, Latent dirichlet allocation Journal of Machine Learning Research. ,vol. 3, pp. 993- 1022 ,(2003) , 10.5555/944919.944937
Xiaowen Ding, Bing Liu, Philip S. Yu, A holistic lexicon-based approach to opinion mining web search and data mining. pp. 231- 240 ,(2008) , 10.1145/1341531.1341561
Evgeny A. Stepanov, Giuseppe Riccardi, Detecting General Opinions from Customer Surveys international conference on data mining. pp. 115- 122 ,(2011) , 10.1109/ICDMW.2011.63
Erik Boiy, Marie-Francine Moens, A machine learning approach to sentiment analysis in multilingual Web texts Information Retrieval. ,vol. 12, pp. 526- 558 ,(2009) , 10.1007/S10791-008-9070-Z
Liang-Chih Yu, Jheng-Long Wu, Pei-Chann Chang, Hsuan-Shou Chu, Using a contextual entropy model to expand emotion words and their intensity for the sentiment classification of stock market news Knowledge Based Systems. ,vol. 41, pp. 89- 97 ,(2013) , 10.1016/J.KNOSYS.2013.01.001
Samaneh Moghaddam, Martin Ester, Opinion digger Proceedings of the 19th ACM international conference on Information and knowledge management - CIKM '10. pp. 1825- 1828 ,(2010) , 10.1145/1871437.1871739
Kateřina Veselovská, Sentence-level sentiment analysis in Czech web intelligence, mining and semantics. pp. 65- ,(2012) , 10.1145/2254129.2254208