A Study on the Reclassification of Author Keywords for Automatic Assignment of Descriptors (디스크립터 자동 할당을 위한 저자키워드의 재분류에 관한 실험적 연구)

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

doi:10.3743/KOSIM.2012.29.2.225

A Study on the Reclassification of Author Keywords for Automatic Assignment of Descriptors

Journal of the Korean Society for Information Management
Abbr : JKOSIM
2012, 29(2), pp.225~246
DOI : 10.3743/KOSIM.2012.29.2.225
Publisher : 한국정보관리학회
Research Area : Interdisciplinary Studies > Library and Information Science
Received : June 2, 2012
Accepted : June 21, 2012
Published : June 30, 2012

Kim, Pan Jun ¹, Lee, Jae Yun ²

¹신라대학교
²경기대학교

Accredited

ABSTRACT

This study purported to investigate the possibility of automatic descriptor assignment using the reclassification of author keywords in domestic scholarly databases. In the first stage, we selected optimal classifiers and parameters for the reclassification by comparing the characteristics of machine learning classifiers. In the next stage, learning the author keywords that were assigned to the selected articles on readings, the author keywords were automatically added to another set of relevant articles. We examined whether the author keyword reclassifications had the effect of vocabulary control just as descriptors collocate the documents on the same topic. The results showed the author keyword reclassification had the capability of the automatic descriptor assignment.

KEYWORDS

automatic classification, text categorization, reclassification, vocabulary control, descriptors, author keywords

Citation status

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

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

A Study on the Reclassification of Author Keywords for Automatic Assignment of Descriptors

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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

A Study on the Reclassification of Author Keywords for Automatic Assignment of Descriptors

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KEYWORDS

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