@article{ART000998010},
author={Kim, Pan Jun},
title={A Study on automatic assignment of descriptors using machine learning},
journal={Journal of the Korean Society for Information Management},
issn={1013-0799},
year={2006},
volume={23},
number={1},
pages={279-299},
doi={10.3743/KOSIM.2006.23.1.279}
TY - JOUR
AU - Kim, Pan Jun
TI - A Study on automatic assignment of descriptors using machine learning
JO - Journal of the Korean Society for Information Management
PY - 2006
VL - 23
IS - 1
PB - 한국정보관리학회
SP - 279
EP - 299
SN - 1013-0799
AB - This study utilizes various approaches of machine learning in the process of automatically assigning descriptors to journal articles. After selecting core journals in the field of information science and organizing test collection from the articles of the past 11 years, the effectiveness of feature selection and the size of training set was examined. In the regard of feature selection, after reducing the feature set by χ2 statistics(CHI) and criteria which prefer high-frequency features(COS, GSS, JAC), the trained Support Vector Machines(SVM) performs the best. With respective to the size of the training set, it significantly influences the performance of Support Vector Machines(SVM) and Voted Perceptron(VTP). but it scarcely affects that of Naive Bayes(NB).
KW - descriptors;automatic indexing;machine learning;feature selection;
classifier;text categorization
DO - 10.3743/KOSIM.2006.23.1.279
ER -
Kim, Pan Jun. (2006). A Study on automatic assignment of descriptors using machine learning. Journal of the Korean Society for Information Management, 23(1), 279-299.
Kim, Pan Jun. 2006, "A Study on automatic assignment of descriptors using machine learning", Journal of the Korean Society for Information Management, vol.23, no.1 pp.279-299. Available from: doi:10.3743/KOSIM.2006.23.1.279
Kim, Pan Jun "A Study on automatic assignment of descriptors using machine learning" Journal of the Korean Society for Information Management 23.1 pp.279-299 (2006) : 279.
Kim, Pan Jun. A Study on automatic assignment of descriptors using machine learning. 2006; 23(1), 279-299. Available from: doi:10.3743/KOSIM.2006.23.1.279
Kim, Pan Jun. "A Study on automatic assignment of descriptors using machine learning" Journal of the Korean Society for Information Management 23, no.1 (2006) : 279-299.doi: 10.3743/KOSIM.2006.23.1.279
Kim, Pan Jun. A Study on automatic assignment of descriptors using machine learning. Journal of the Korean Society for Information Management, 23(1), 279-299. doi: 10.3743/KOSIM.2006.23.1.279
Kim, Pan Jun. A Study on automatic assignment of descriptors using machine learning. Journal of the Korean Society for Information Management. 2006; 23(1) 279-299. doi: 10.3743/KOSIM.2006.23.1.279
Kim, Pan Jun. A Study on automatic assignment of descriptors using machine learning. 2006; 23(1), 279-299. Available from: doi:10.3743/KOSIM.2006.23.1.279
Kim, Pan Jun. "A Study on automatic assignment of descriptors using machine learning" Journal of the Korean Society for Information Management 23, no.1 (2006) : 279-299.doi: 10.3743/KOSIM.2006.23.1.279
