Journal of the Korean Society for Library and Information Science 2023 KCI Impact Factor : 0.84
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pISSN : 1225-598X / eISSN : 2982-6292
- https://journal.kci.go.kr/kslis
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A Study on Opinion Mining of Newspaper Texts based on Topic Modeling
- Journal of the Korean Society for Library and Information Science
- 2013, 47(4), pp.315-334
- DOI : 10.4275/KSLIS.2013.47.4.315
- Publisher : 한국문헌정보학회
- Research Area : Interdisciplinary Studies > Library and Information Science
Kang Beomil 1, Min Song 1, WHASUN JHO 1
1연세대학교
Accredited
ABSTRACT
This study performs opinion mining of newspaper articles, based on topics extracted by topic modeling. We analyze the attitudes of the news media towards a major issue of ‘presidential election’, assuming that newspaper partisanship is a kind of opinion. We first extract topics from a large collection of newspaper texts, and examine how the topics are distributed over the entire dataset. The structure and content of each topic are then investigated by means of network analysis. Finally we track down the chronological distribution of the topics in each of the newspapers through time serial analysis. The result reveals that both the liberal newspapers and the conservative newspapers exhibit their own tendency to report in line with their adopted ideology. This confirms that we can count on opinion mining technique based on topics in order to analyze opinion in a reliable fashion.
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This paper was written with support from the National Research Foundation of Korea.