Using Predicate-Argument Structures for Context-Dependent Opinion Retrieval

作者: Sylvester Olubolu Orimaye , Saadat M. Alhashmi , Siew Eu-Gene

DOI: 10.1007/978-3-642-25856-5_29

关键词:

摘要: Current opinion retrieval techniques do not provide context-dependent relevant results. They use frequency of words in documents or at proximity to query words, such that opinionated containing the are retrieved regardless their contextual semantic relevance topic. Thus, for qualitative analysis products, performance measurement companies, and public reactions political decisions can be largely biased. We propose a sentence-level linear model is based on subjective similarities between predicate-argument structures. This ensures only but semantically The performs combination popular model, our proposed transformed terms similarity subjectivity mechanism. Evaluation experimental results show structures improves task by more than 15% over TREC baselines.

参考文章(31)
Giambattista Amati, Giuseppe Amodeo, Marco Bianchi, Carlo Gaibisso, Giorgio Gambosi, A Uniform Theoretic Approach to Opinion and Information Retrieval Intelligent Information Access. pp. 83- 108 ,(2010) , 10.1007/978-3-642-14000-6_5
Mark Steedman, The syntactic process ,(2000)
Christof Müller, Iryna Gurevych, Using Wikipedia and Wiktionary in domain-specific information retrieval cross language evaluation forum. pp. 219- 226 ,(2008) , 10.1007/978-3-642-04447-2_28
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
Yuanhua Lv, ChengXiang Zhai, A comparative study of methods for estimating query language models with pseudo feedback Proceeding of the 18th ACM conference on Information and knowledge management - CIKM '09. pp. 1895- 1898 ,(2009) , 10.1145/1645953.1646259
Stephen Clark, James R. Curran, Wide-coverage efficient statistical parsing with ccg and log-linear models Computational Linguistics. ,vol. 33, pp. 493- 552 ,(2007) , 10.1162/COLI.2007.33.4.493
Janyce Wiebe, Theresa Wilson, Claire Cardie, Annotating Expressions of Opinions and Emotions in Language language resources and evaluation. ,vol. 39, pp. 165- 210 ,(2005) , 10.1007/S10579-005-7880-9
Ben He, Craig Macdonald, Jiyin He, Iadh Ounis, An effective statistical approach to blog post opinion retrieval Proceeding of the 17th ACM conference on Information and knowledge mining - CIKM '08. pp. 1063- 1072 ,(2008) , 10.1145/1458082.1458223
Daniel Gildea, Julia Hockenmaier, Identifying semantic roles using Combinatory Categorial Grammar Proceedings of the 2003 conference on Empirical methods in natural language processing -. pp. 57- 64 ,(2003) , 10.3115/1119355.1119363
Min Zhang, Xingyao Ye, A generation model to unify topic relevance and lexicon-based sentiment for opinion retrieval Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval - SIGIR '08. pp. 411- 418 ,(2008) , 10.1145/1390334.1390405