해외 데이터베이스의 통제키워드에 기초한 국내 학술지 논문의 자동분류 성능 향상에 관한 실험적 연구 (An Experimental Study on the Performance Improvement of Automatic Classification for the Articles of Korean Journals Based on Controlled Keywords in International Database)

김판준 (Kim, Pan Jun); 이재윤 (Lee, Jae Yun)

doi:10.4275/KSLIS.2014.48.3.491

An Experimental Study on the Performance Improvement of Automatic Classification for the Articles of Korean Journals Based on Controlled Keywords in International Database

Journal of the Korean Society for Library and Information Science
2014, 48(3), pp.491-510
DOI : 10.4275/KSLIS.2014.48.3.491
Publisher : 한국문헌정보학회
Research Area : Interdisciplinary Studies > Library and Information Science

Kim, Pan Jun ¹, Lee, Jae Yun ²

¹신라대학교
²명지대학교

Accredited

ABSTRACT

As a major factor for efficient management and retrieval of the articles in databases, keywords are classified into uncontrolled keywords and controlled keywords. Most of Korean scholarly databases fail to provide controlled vocabularies to indexing research articles which help users to retrieve relevant papers exhaustively. In this paper, we carried out automatic descriptor assignment experiments to Korean articles using automatic classifiers learned with descriptors in international database. The results of the experiments show that the classifier learning with descriptors in international database can potentially offer controlled vocabularies to Korean scholarly articles having English abstracts. Also, we sought to improve the performance of automatic descriptor assignment using various classifiers and combination of them.

KEYWORDS

Descriptors, Automatic Classification, Text Categorization, Classifier Fusion, Controlled Vocabulary

Citation status

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

[journal] 김용환 / 2012 / An Experimental Study on Feature Selection Using Wikipedia for Text Categorization / 정보관리학회지 / 한국정보관리학회 29(2) : 155~171

[journal] 김판준 / 2006 / A Study on automatic assignment of descriptors using machine learning / 정보관리학회지 / 한국정보관리학회 23(1) : 279~299

[journal] 김판준 / 2006 / A Study on the Automatic Descriptor Assignment for Scientific Journal Articles Using Rocchio Algorithm / 정보관리학회지 / 한국정보관리학회 23(3) : 69~90

[journal] 김판준 / 2008 / A Study on the Performance Improvement of Rocchio Classifier with Term Weighting Methods / 정보관리학회지 / 한국정보관리학회 25(1) : 211~233

[journal] 김판준 / 2007 / Utilizing Unlabeled Documents in Automatic Classification with Inter-document Similarities / 정보관리학회지 / 한국정보관리학회 24(1) : 251~271

[journal] 김판준 / 2012 / A Study on the Reclassification of Author Keywords for Automatic Assignment of Descriptors / 정보관리학회지 / 한국정보관리학회 29(2) : 225~246

[journal] 박상근 / 2013 / A Comparative Analysis of the Humanities Citation Tools: NAVER Scholar and KCI / 정보관리학회지 / 한국정보관리학회 30(1) : 33~50

[journal] 송성전 / 2012 / A Study on Improving the Performance of Document Classification Using the Context of Terms / 정보관리학회지 / 한국정보관리학회 29(2) : 205~224

[journal] 신영란 / 2012 / A Study on the Improvement Plans of the Humanities and Social Sciences Research Data Archives in Korea / 한국기록관리학회지 / 한국기록관리학회 12(3) : 93~115

[confproc] 유호현 / 2008 / 분류기 조합을 통한 신경망 분류기의 성능 향상 실험 / 제15회 한국정보관리학회 학술대회 논문집 : 207~214

[journal] 이용구 / 2009 / Classification Performance Analysis of Cross-Language Text Categorization using Machine Translation / 한국문헌정보학회지 / 한국문헌정보학회 43(1) : 313~332

[journal] 이재윤 / 2005 / Empirical Study on Improving the Performance of Text Categorization Considering the Relationships between Feature Selection Criterea and Weighting Methods / 한국문헌정보학회지 / 한국문헌정보학회 39(2) : 123~146

[book] 정영미 / 2012 / 정보검색연구. 증보판 / 연세대학교 출판문화원

[journal] 정은경 / 2009 / A Semantic-Based Feature Expansion Approach for Improving the Effectiveness of Text Categorization by Using WordNet / 정보관리학회지 / 한국정보관리학회 26(3) : 261~278

[journal] Amini, B. M. / 2010 / A Co-classification Approach to Learning from Multilingual Corpora / Machine Learning 79 : 105~121

[confproc] Bel, N. / 2003 / Cross-lingual Text Categorization / In Proceedings of the 7th European Conference on Research and Advanced Technology for Digital Libraries : 126~139

[confproc] Chan, L. M. / 2000 / Exploiting LCSH, LCC and DDC to Retrieve Networked Resources:Issues and Challenges / Proceedings of the Bicentennial Conference on Bibliographic Control for the New Millennium, sponsored by the Library of Congress Cataloging Directorate

[journal] Gross, T. / 2005 / What Have We Got to Lose? The Effect of Controlled Vocabulary on Keyword Searching Results / College and Research Libraries 66(3) : 212~230

[journal] Kipp, M. E. I. / 2005 / Complementary or Discrete Contexts in Online Indexing: A Comparison of User, Creator, and Intermediary Keywords / Canadian Journal of Information and Library Science 29(4) : 419~436

[journal] McCutcheon, S. / 2009 / Keyword vs Controlled Vocabulary Searching: The One with the Most Tools Wins / Indexer 27(2) : 62~65

[confproc] Olsson, J. S. / 2005 / Cross-language Text Classification / In Proceedings of the 28th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval : 645~646

[confproc] Rigutini, L. / 2005 / An EM Based Training Algorithm for Cross-language Text Categorization / In Proceedings of the 2005 IEEE/WIC/ACM International Conference on Web Intelligence : 529~535

[journal] Rowley, J. / 1994 / The Controlled versus Natural Indexing Languages Debate Revisited: A Perspective on Information Retrieval Practice and Research / Journal of Information Science 20(2) : 108~119

[journal] Tillotson, J. / 1995 / Is Keyword Searching the Answer? / College & Research Libraries 56 : 199~206

[journal] Voorbij, H. J. / 1998 / Title Keywords and Subject Descriptors: A Comparison of Subject Search Entries of Books in the Humanities and Social Sciences / Journal of Documentation 54(4) : 466~476

[journal] Wei, Chih-Ping / 2014 / Exploiting Poly-Lingual Documents for Improving Text Categorization Effectiveness / Decision Support Systems 57 : 64~76

[journal] Wei, Chih-Ping / 2011 / Cross-lingual Text Categorization:Conquering Language Boundaries in Globalized Environments / Information Processing and Management 47 : 786~804

[confproc] Wu, Y. / 2008 / Bilingual Topic Aspect Classification with a Few Training Examples / In Proceedings of the 31st Annual International ACM SIGIR Conference on Research and Development in Information Retrieval : 203~210

[book] Witten, I. H. / 2011 / Data Mining: Practical Machine Learning Tools and Techniques. 3rd ed / : Morgan Kaufmann

KJCKorea
Journal Central

Journal of the Korean Society for Library and Information Science 2023 KCI Impact Factor : 0.84

An Experimental Study on the Performance Improvement of Automatic Classification for the Articles of Korean Journals Based on Controlled Keywords in International Database

ABSTRACT

KEYWORDS

Citation status

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

Journal of the Korean Society for Library and Information Science 2023 KCI Impact Factor : 0.84

An Experimental Study on the Performance Improvement of Automatic Classification for the Articles of Korean Journals Based on Controlled Keywords in International Database

ABSTRACT

KEYWORDS

Statistics

Tools

Issue List

Citation status

KCI Citation Counts (7)

REFERENCES (29) * References for papers published after 2023 are currently being built.

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