A Study on the Automatic Descriptor Assignment for Scientific Journal Articles Using Rocchio Algorithm (로치오 알고리즘을 이용한 학술지 논문의 디스크립터 자동부여에 관한 연구)

Kim, Pan Jun (김판준)

doi:10.3743/KOSIM.2006.23.3.069

A Study on the Automatic Descriptor Assignment for Scientific Journal Articles Using Rocchio Algorithm

Journal of the Korean Society for Information Management
Abbr : JKOSIM
2006, 23(3), pp.69~90
DOI : 10.3743/KOSIM.2006.23.3.069
Publisher : 한국정보관리학회
Research Area : Interdisciplinary Studies > Library and Information Science
Received : August 9, 2006
Accepted : September 18, 2006
Published : September 30, 2006

Kim, Pan Jun ¹

¹신라대학교

Accredited

ABSTRACT

Several performance factors which have applied to the automatic indexing with controlled vocabulary and text categorization based on Rocchio algorithm were examined, and the simple method for performance improvement of them were tried. Also, results of the methods using Rocchio algorithm were compared with those of other learning based methods on the same conditions. As a result, keeping with the strong points which are implementational easiness and computational efficiency, the methods based Rocchio algorithms showed equivalent or better results than other learning based methods(SVM, VPT, NB). Especially, for the semi-automatic indexing(computer-aided indexing), the methods using Rocchio algorithm with a high recall level could be used preferentially.

KEYWORDS

Rocchio algorithm, automatic indexing, computer assisted indexing, controlled vocabulary, text categorization, descriptors

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* 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 Automatic Descriptor Assignment for Scientific Journal Articles Using Rocchio Algorithm

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* 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 Automatic Descriptor Assignment for Scientific Journal Articles Using Rocchio Algorithm

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KEYWORDS

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