Experimental Study for Effective Combination of Opinion Features (효과적인 의견 자질 결합을 위한 실험적 연구)

Kyoung-Soo Han (한경수)

doi:10.3743/KOSIM.2010.27.3.227

Experimental Study for Effective Combination of Opinion Features

Journal of the Korean Society for Information Management
Abbr : JKOSIM
2010, 27(3), pp.227~239
DOI : 10.3743/KOSIM.2010.27.3.227
Publisher : 한국정보관리학회
Research Area : Interdisciplinary Studies > Library and Information Science
Received : August 14, 2010
Accepted : August 27, 2010
Published : September 30, 2010

Kyoung-Soo Han ¹

¹성결대학교

Accredited

ABSTRACT

Opinion retrieval is to retrieve items which are relevant to the user information need topically and include opinion about the topic. This paper aims to find a method to represent user information need for effective opinion retrieval and to analyze the combination methods for opinion features through various experiments. The experiments are carried out in the inference network framework using the Blogs06 collection and 100 TREC test topics. The results show that our suggested representation method based on hidden ‘opinion’ concept is effective, and the compact model with very small opinion lexicon shows the comparable performance to the previous model on the same test data set.

KEYWORDS

opinion retrieval, opinion mining, feature combination, query expansion, opinion lexicon

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[journal] 남상협 / 2008 / 의견 어구 추출을 위한 생성 모델과 분류 모델을 결합한 부분 지도 학습방법 / 한국정보과학회 2008 종합학술대회 논문집 35(1C) : 268~273

[journal] 윤홍준 / 2010 / An Efficient Search Method of Product Reviews using Opinion Mining Techniques / 정보과학회논문지 : 컴퓨팅의 실제 및 레터 / 한국정보과학회 16(2) : 222~226

[journal] 이승욱 / 2008 / An Opinionated Document Retrieval System based on Hybrid Method / 정보관리학회지 / 한국정보관리학회 25(4) : 115~129

[journal] 이지혜 / 2009 / An Experimental Study on Opinion Classification Using Supervised Latent Semantic Indexing(LSI) / 정보관리학회지 / 한국정보관리학회 26(3) : 451~462

[journal] Croft, W. B. / 2009 / Search Engines: Information Retrieval in Practice / Pearson : 271~283

[confproc] He, B. / 2008 / An Effective Statistical Approach to Blog Post Opinion Retrieval / Proceeding of the 17th ACM Conference on Information and Knowledge Management(CIKM-2008) : 1063~1072

[confproc] Huang, X. / 2009 / A Unified Relevance Model for Opinion Retrieval / Proceedings of the 18th ACM Conference on Information and Knowledge Management(CIKM-2009) : 947~956

[confproc] Jia, L. / 2008 / UIC at TREC 2008 Blog Track / Proceedings of the 17th Text Retrieval Conference (TREC-2008)

[confproc] Gerani, S. / 2010 / Proximity-Based Opinion Retrieval / Proceedings of the 33rd Annual International ACM SIGIR Conference on Research and Development in Information Retrieval(SIGIR-2010) : 403~410

[confproc] Kim, S.-M. / 2005 / Automatic Detection of Opinion Bearing Words and Sentences / Proceedings of the 2nd International Joint Conference on Natural Language Processing(IJCNLP-2005) : 61~66

[report] Macdonald, C. / 2006 / The TREC Blogs06 Collection: Creating and Analysing a Blog Test Collection / University of Glasgow

[confproc] Macdonald, C. / 2009 / Overview of the TREC-2009 Blog Track / Proceedings of the 18th Text Retrieval Conference(TREC-2009)

[confproc] Ounis, I. / 2008 / Overview of the TREC-2008 Blog Track / Proceedings of the 17th Text Retrieval Conference(TREC-2008)

[report] Strohman, T. / 2005 / Indri: A Language-Model based Search Engine for Complex Queries(Extended Version). CIIR Technical Report

[web] / Text Retrieval Conference(TREC) / http://trec.nist.gov

[web] / The Lemur Project / http://www.lemurproject.org

[web] / The BLOGS08 test collection / http://ir.dcs.gla.ac.uk/test_collections/blogs08info.html

[journal] Turney, P. D. / 2003 / Measuring Praise and Criticism: Inference of Semantic Orientation from Association / ACM Transactions on Information Systems 21(4) : 315~346

[confproc] Vechtomova, O. / 2007 / Using Subjective Adjectives in Opinion Retrieval from Blogs / Proceedings of the 16th Text Retrieval Conference(TREC-2007)

[confproc] Yang, K. / 2007 / Fusion Approach to Finding Opinions in Blogosphere / Proceedings of the 1st International Conference on Weblogs and Social Media(ICWSM-2007)

[confproc] Zhang, E. / 2006 / UCSC on TREC 2006 Blog Opinion Mining / Proceedings of the 15th Text Retrieval Conference(TREC-2006)

[confproc] Zhang, M. / 2008 / 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-2008) : 411~418

[confproc] Zhou, G. / 2007 / Topic Categorization for Relevancy and Opinion Detection / Proceedings of the 16th Text Retrieval Conference(TREC-2007)

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Journal of the Korean Society for Information Management 2025 KCI Impact Factor : 1.27

Experimental Study for Effective Combination of Opinion Features

ABSTRACT

KEYWORDS

Journal Copyright Policy

Citation status

* References for papers published after 2025 are currently being built.

Journal of the Korean Society for Information Management 2025 KCI Impact Factor : 1.27

Experimental Study for Effective Combination of Opinion Features

ABSTRACT

KEYWORDS

Journal Copyright Policy

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