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@article{ART002359085},
author={Kim, Pan Jun},
title={An Analytical Study on Automatic Classification of Domestic Journal articles Based on Machine Learning},
journal={Journal of the Korean Society for Information Management},
issn={1013-0799},
year={2018},
volume={35},
number={2},
pages={37-62},
doi={10.3743/KOSIM.2018.35.2.037}

TY - JOUR
AU - Kim, Pan Jun
TI - An Analytical Study on Automatic Classification of Domestic Journal articles Based on Machine Learning
JO - Journal of the Korean Society for Information Management
PY - 2018
VL - 35
IS - 2
PB - 한국정보관리학회
SP - 37
EP - 62
SN - 1013-0799
AB - This study examined the factors affecting the performance of automatic classification based on machine learning for domestic journal articles in the field of LIS. In particular, In view of the classification performance that assigning automatically the class labels to the articles in 「Journal of the Korean Society for Information Management」, I investigated the characteristics of the key factors(weighting schemes, training set size, classification algorithms, label assigning methods) through the diversified experiments. Consequently, It is effective to apply each element appropriately according to the classification environment and the characteristics of the document set, and a fairly good performance can be obtained by using a simpler model. In addition, the classification of domestic journals can be considered as a multi-label classification that assigns more than one category to a specific article. Therefore, I proposed an optimal classification model using simple and fast classification algorithm and small learning set considering this environment.
KW - automatic classification;text categorization;performance factors;Journal articles;Rocchio;SVM (Support Vector Machine);NB (Naïve Bayes);single-label classification;multi-label classification;machine learning
DO - 10.3743/KOSIM.2018.35.2.037
ER -

Kim, Pan Jun. (2018). An Analytical Study on Automatic Classification of Domestic Journal articles Based on Machine Learning. Journal of the Korean Society for Information Management, 35(2), 37-62.

Kim, Pan Jun. 2018, "An Analytical Study on Automatic Classification of Domestic Journal articles Based on Machine Learning", Journal of the Korean Society for Information Management, vol.35, no.2 pp.37-62. Available from: doi:10.3743/KOSIM.2018.35.2.037

Kim, Pan Jun "An Analytical Study on Automatic Classification of Domestic Journal articles Based on Machine Learning" Journal of the Korean Society for Information Management 35.2 pp.37-62 (2018) : 37.

Kim, Pan Jun. An Analytical Study on Automatic Classification of Domestic Journal articles Based on Machine Learning. 2018; 35(2), 37-62. Available from: doi:10.3743/KOSIM.2018.35.2.037

Kim, Pan Jun. "An Analytical Study on Automatic Classification of Domestic Journal articles Based on Machine Learning" Journal of the Korean Society for Information Management 35, no.2 (2018) : 37-62.doi: 10.3743/KOSIM.2018.35.2.037

Kim, Pan Jun. An Analytical Study on Automatic Classification of Domestic Journal articles Based on Machine Learning. Journal of the Korean Society for Information Management, 35(2), 37-62. doi: 10.3743/KOSIM.2018.35.2.037

Kim, Pan Jun. An Analytical Study on Automatic Classification of Domestic Journal articles Based on Machine Learning. Journal of the Korean Society for Information Management. 2018; 35(2) 37-62. doi: 10.3743/KOSIM.2018.35.2.037

Kim, Pan Jun. An Analytical Study on Automatic Classification of Domestic Journal articles Based on Machine Learning. 2018; 35(2), 37-62. Available from: doi:10.3743/KOSIM.2018.35.2.037

Kim, Pan Jun. "An Analytical Study on Automatic Classification of Domestic Journal articles Based on Machine Learning" Journal of the Korean Society for Information Management 35, no.2 (2018) : 37-62.doi: 10.3743/KOSIM.2018.35.2.037