An Opinionated Document Retrieval System based on Hybrid Method (혼합 방식에 기반한 의견 문서 검색 시스템)

Seung-Wook Lee (이승욱); Young-In Song (송영인); Hae-Chang Rim (임해창)

doi:10.3743/KOSIM.2008.25.4.115

An Opinionated Document Retrieval System based on Hybrid Method

Journal of the Korean Society for Information Management
Abbr : JKOSIM
2008, 25(4), pp.115~129
DOI : 10.3743/KOSIM.2008.25.4.115
Publisher : 한국정보관리학회
Research Area : Interdisciplinary Studies > Library and Information Science
Received : November 13, 2008
Accepted : November 26, 2008
Published : December 30, 2008

Seung-Wook Lee ¹, Young-In Song ¹, Hae-Chang Rim ²

¹고려대학교 정보통신대학원
²고려대학교

Accredited

ABSTRACT

Recently, as its growth and popularization, the Web is changed into the place where people express, share and debate their opinions rather than the space of information seeking. Accordingly, the needs for searching opinions expressed in the Web are also increasing. However, it is difficult to meet these needs by using a classical information retrieval system that only concerns the relevance between the user's query and documents. Instead, a more advanced system that captures subjective information through documents is required. The proposed system effectively retrieves opinionated documents by utilizing an existing information retrieval system. This paper proposes a kind of hybrid method which can utilize both a dictionary-based opinion analysis technique and a machine learning based opinion analysis technique. Experimental results show that the proposed method is effective in improving the performance.

KEYWORDS

information retrieval, opinion retrieval, hybrid method

Citation status

* References for papers published after 2023 are currently being built.

[confproc] Attardi, G / 2006 / Blog Mining through Opinionated Words / Pro- ceedings of the 15th TREC.

[confproc] Clark, M / 2006 / RGU at the TREC Blog Track / Proceedings of the 15th TREC.

[book] Dave, K / 2003 / Mining the Peanut Gallery: Opinion Extraction and Semantic Classification for Product Rev / WWW

[confproc] Hannah, D / 2007 / University of Glasgow at TREC 2007: Experiments in Blog and Enterprise Tracks with Terrier / Proceedings of the 16th TREC.

[confproc] Java, A / 2006 / The BlogVox Opinion Retrieval System / +Proceedings of the 15th TREC

[confproc] Joshi, H / 2006 / UALR at TREC: Blog Track / Proceedings of the 15th TREC

[confproc] Kim, S. M / 2004 / Determining the Sentiment of Opinions / Proceed- ings of Conference on Computational Linguistics(COLLING-04).

[confproc] Liao, X / 2006 / Combining Language Model with Sentiment Analysis for Opinion Retrieval of Blog-Post / Pro- ceedings of the 15th TREC

[report] Macdonald, C / 2006 / The TREC Blog06 Collection : Creating and Analysing a Blog Test Collection / Department of Computing Science, University of Glasgow.

[confproc] Miller,G.A / 1992 / WordNet: A Lexical Database for English / Proceedings of the workshop on Speech and Natural Language, ACL.

[confproc] Oard, D / 2006 / TREC-2006 at Maryland: Blog, Enterprise, Legal and QA Tracks / Proceedings of the 15th TREC.

[confproc] Ounis, I / 2006 / Overview of the TREC-2006 Blog Track / Proceedings of the 15th TREC : 17~31

[confproc] Ponte, J. M / 1998 / A Language Modeling Approach to Information Retrieval / Proceedings of the 21st Annual international ACM SIGIR Conference on Research and Development in information Retrieval (SIGIR '98).

[book] Stone, P. J / 1966 / A Computer Approach to Content Anal- ysis / MIT Press

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

[book] Winson, T / 2003 / Identifying Opinionated Sentences / ACL

[confproc] Yang, H / 2006 / Knowl- edge Transfer and Opinion Detection in the TREC2006 Blog Track / Pro- ceedings of the 15th TREC

[confproc] Yang, K / 2006 / WIDIT in TREC-2006 Blog track / Proceedings of the 15th TREC.

[confproc] Zhang, E / 2006 / UCSC on TREC 2006 Blog Opinion Mining / Proceedings of the 15th TREC

[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 Develop- ment in Information Retrieval, SIGIR.

[confproc] Zhang, W / 2006 / UIC at TREC 2006 Blog Track / Proceedings of the 15th TREC.

[confproc] Zhou, G. X / 2007 / Topic Categorization for Relevancy and Opinion Detection / Proceedings of the 16th TREC.

KJCKorea
Journal Central

Journal of the Korean Society for Information Management 2023 KCI Impact Factor : 1.31

An Opinionated Document Retrieval System based on Hybrid Method

ABSTRACT

KEYWORDS

Citation status

* References for papers published after 2023 are currently being built.

Journal of the Korean Society for Information Management 2023 KCI Impact Factor : 1.31

An Opinionated Document Retrieval System based on Hybrid Method

ABSTRACT

KEYWORDS

Statistics

Tools

Issue List

Citation status

KCI Citation Counts (4)

REFERENCES (22) * References for papers published after 2023 are currently being built.

Search PDF

Citation

* References for papers published after 2023 are currently being built.