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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[journal]
감미아
/ 2012
/
A Study on Differences of Contents and Tones of Arguments among Newspapers Using Text Mining Analysis
/ 지능정보연구
/ 한국지능정보시스템학회
18(3)
: 53~77
[journal]
강명구
/ 2004
/
Media War and the Crisis of Journalism Practices
/ 한국언론학보
/ 한국언론학회
48(5)
: 319~348
[confproc]
김영욱
/ 2011
/ 한국 언론의 정파성과 사회적 소통의 위기
/ 한국언론학회 심포지움 및 세미나
: 107~136
[journal]
김재홍
/ 2003
/
Editorial Tone of major korean newsparers toward the Sunshine Policy during the Kim Dae Joong Government
/ 한국정치학회보
/ 한국정치학회
37(2)
: 197~218
[journal]
김정아
/ 2008
/
The Political Attitude of Newspapers and the Coverage of Polictical Scandal
/ 한국언론정보학보
/ 한국언론정보학회
41(1)
: 232~267
[journal]
박자현
/ 2013
/
A Study on the Research Trends in Library & Information Science in Korea using Topic Modeling
/ 정보관리학회지
/ 한국정보관리학회
30(1)
: 7~32
[report]
박재영
/ 2009
/ 한국 언론사들의 정파성 지형
/ 한국언론재단 세미나 종합 보고서
: 17~65
[journal]
신태범
/ 2013
/
A Study of The relationship between Domestic Youth's Portal News Usage Characteristics and News Trust with Publicness Recognitions
/ 사이버커뮤니케이션학보
/ 사이버커뮤니케이션학회
30(1)
: 241~294
[confproc]
송혜지
/ 2013
/ 텍스트 마이닝 기법을 활용한 한국의 경제연구 동향 분석
/ 한국정보관리학회 학술대회논문집
: 47~50
[journal]
윤성이
/ 2012
/
Diffusion of Social Network Service and Its Challenge to Representative Democracy
/ 한국정치연구
/ 사회과학연구원 한국정치연구소
21(2)
: 145~168
[journal]
윤영철
/ 2000
/ 권력 이동과 신문의 대북정책 보도: 신문과 정당의 병행관계를 중심으로
/ 언론과사회
27
: 48~81
[book]
이민웅
/ 2003
/ 저널리즘: 위기 변화 지속
/ 나남
[confproc]
이재경
/ 2004
/ 저널리즘의 위기와 언론의 미래
/ 신문과 방송 40주년 세미나
[journal]
이재윤
/ 2006
/
A Study on the Network Generation Methods for Examining the Intellectual Structure of Knowledge Domains
/ 한국문헌정보학회지
/ 한국문헌정보학회
40(2)
: 333~355
[journal]
이재윤
/ 2006
/
Centrality Measures for Bibliometric Network Analysis
/ 한국문헌정보학회지
/ 한국문헌정보학회
40(3)
: 191~214
[journal]
이재윤
/ 2006
/
A novel clustering method for examining and analyzing the intellectual structure of a scholarly field
/ 정보관리학회지
/ 한국정보관리학회
23(4)
: 215~231
[other]
이재윤
/ 2012
/ WNET. (version 0.4). (Software)
[journal]
이준웅
/ 2002
/
Impacts of News Frames in the Coverage of Conflicting Issues on Individual Interpretation and Opinion
/ 한국언론학보
/ 한국언론학회
46(1)
: 441~482
[journal]
이지혜
/ 2009
/
An Experimental Study on Opinion Classification Using Supervised Latent Semantic Indexing(LSI)
/ 정보관리학회지
/ 한국정보관리학회
26(3)
: 451~462
[journal]
진설아
/ 2013
/
Topic-Network based Topic Shift Detection on Twitter
/ 정보관리학회지
/ 한국정보관리학회
30(1)
: 285~302
[thesis]
차한필
/ 1990
/ 국내 신문사설의 주제분석과 각 신문간 상관관계에 관한 연구
/ 석사
/ 延世大學校 大學院
[journal]
최민재
/ 2008
/
Fairness of Portal News Service in the 2007 Presidential Election
/ 언론과학연구
/ 한국지역언론학회
8(4)
: 667~701
[journal]
최진호
/ 2012
/
The Partisanship of Media and the Media Intervention in Political-power Creation in Korea : Focusing on the Analysis of the Major Newspapers' Editorial Articles during the 13-17th Presidential Election Campaigns
/ 언론과학연구
/ 한국지역언론학회
12(2)
: 534~571
[journal]
최현주
/ 2010
/
A Study on the Diversity of Korean Newspapers : Analyzing the Tendencies of Covering Three Major Issues
/ 한국언론학보
/ 한국언론학회
54(3)
: 399~426
[journal]
한경수
/ 2010
/
Experimental Study for Effective Combination of Opinion Features
/ 정보관리학회지
/ 한국정보관리학회
27(3)
: 227~239
[confproc]
Blei, D.
/ 2006
/ Dynamic topic models
/ The 23rd international conference on Machine learning
: 113~120
[journal]
Blei, D.
/ 2012
/ Probabilistic topic models
/ Communications of the ACM
55(4)
: 77~84
[journal]
Chen, H.
/ 2010
/ AI and Opinion Mining
/ IEEE Intelligent Systems
25(3)
: 74~76
[confproc]
Gerrish, S.
/ 2010
/ A language-based approach to measuring scholarly impact
/ The 27th International Conference on Machine Learning
: 375~382
[confproc]
Griffiths, T.
/ 2004
/ Finding scientific topics
/ Proceedings of the National Academy of Sciences
[journal]
Grimmer, J.
/ 2010
/ A Bayesian hierarchical topic model for political texts: Measuring expressedagendas in senate press releases
/ Political Analysis
18(1)
: 1~35
[journal]
Liu, Bing.
/ 2010
/ Sentiment Analysis: A Multifaceted Problem
/ IEEE Intelligent Systems
25(3)
: 76~80
[web]
McCallum
/ 2002
/ MALLET: A Machine Learning for Language Toolkit
/ http://mallet.cs.umass.edu
[confproc]
Mimno, D.
/ 2008
/ Topic models conditioned on arbitrary features with Dirichlet-multinomial regression
/ The 24th Conference on Uncertainty in Artificial Intelligence
: 411~418
[journal]
Newman, D.
/ 2006
/ Probabilistic Topic Decomposition of an Eighteenth-Century Newspaper
/ Journal of the American Society for Information Science and Technology
57(5)
: 753~767
[book]
Schvaneveldt
/ 1990
/ Pathfinder Associative Networks: Studies in Knowledge Organization
/ Ablex Publishing
[journal]
Song, Min.
/ 2013
/ Detecting the knowledge structure of bioinformatics by mining full-text collections
/ SCIENTOMETRICS
/ SPRINGER
96(1)
: 183~201
[book]
Steyvers, M.
/ 2007
/ Probabilistic topic models. Handbook of Latent Semantic Analysis
/ Erlbaum
This paper was written with support from the National Research Foundation of Korea.