@article{ART002425004},
author={Seon-Wu Kim and Gun-Woo Ko and Won-Jun Choi and Hee-Seok Jeong and Hwa-Mook Yoon and Sung-Pil Choi},
title={Semi-automatic Construction of Learning Set and Integration of Automatic Classification for Academic Literature in Technical Sciences},
journal={Journal of the Korean Society for Information Management},
issn={1013-0799},
year={2018},
volume={35},
number={4},
pages={141-164},
doi={10.3743/KOSIM.2018.35.4.141}
TY - JOUR
AU - Seon-Wu Kim
AU - Gun-Woo Ko
AU - Won-Jun Choi
AU - Hee-Seok Jeong
AU - Hwa-Mook Yoon
AU - Sung-Pil Choi
TI - Semi-automatic Construction of Learning Set and Integration of Automatic Classification for Academic Literature in Technical Sciences
JO - Journal of the Korean Society for Information Management
PY - 2018
VL - 35
IS - 4
PB - 한국정보관리학회
SP - 141
EP - 164
SN - 1013-0799
AB - Recently, as the amount of academic literature has increased rapidly and complex researches have been actively conducted, researchers have difficulty in analyzing trends in previous research. In order to solve this problem, it is necessary to classify information in units of academic papers. However, in Korea, there is no academic database in which such information is provided. In this paper, we propose an automatic classification system that can classify domestic academic literature into multiple classes. To this end, first, academic documents in the technical science field described in Korean were collected and mapped according to class 600 of the DDC by using K-Means clustering technique to construct a learning set capable of multiple classification. As a result of the construction of the training set, 63,915 documents in the Korean technical science field were established except for the values in which metadata does not exist. Using this training set, we implemented and learned the automatic classification engine of academic documents based on deep learning. Experimental results obtained by hand-built experimental set-up showed 78.32% accuracy and 72.45% F1 performance for multiple classification.
KW - automatic classification;text mining;NLP(Natural Language Processing);deep learning;semi-supervised learning
DO - 10.3743/KOSIM.2018.35.4.141
ER -
Seon-Wu Kim, Gun-Woo Ko, Won-Jun Choi, Hee-Seok Jeong, Hwa-Mook Yoon and Sung-Pil Choi. (2018). Semi-automatic Construction of Learning Set and Integration of Automatic Classification for Academic Literature in Technical Sciences. Journal of the Korean Society for Information Management, 35(4), 141-164.
Seon-Wu Kim, Gun-Woo Ko, Won-Jun Choi, Hee-Seok Jeong, Hwa-Mook Yoon and Sung-Pil Choi. 2018, "Semi-automatic Construction of Learning Set and Integration of Automatic Classification for Academic Literature in Technical Sciences", Journal of the Korean Society for Information Management, vol.35, no.4 pp.141-164. Available from: doi:10.3743/KOSIM.2018.35.4.141
Seon-Wu Kim, Gun-Woo Ko, Won-Jun Choi, Hee-Seok Jeong, Hwa-Mook Yoon, Sung-Pil Choi "Semi-automatic Construction of Learning Set and Integration of Automatic Classification for Academic Literature in Technical Sciences" Journal of the Korean Society for Information Management 35.4 pp.141-164 (2018) : 141.
Seon-Wu Kim, Gun-Woo Ko, Won-Jun Choi, Hee-Seok Jeong, Hwa-Mook Yoon, Sung-Pil Choi. Semi-automatic Construction of Learning Set and Integration of Automatic Classification for Academic Literature in Technical Sciences. 2018; 35(4), 141-164. Available from: doi:10.3743/KOSIM.2018.35.4.141
Seon-Wu Kim, Gun-Woo Ko, Won-Jun Choi, Hee-Seok Jeong, Hwa-Mook Yoon and Sung-Pil Choi. "Semi-automatic Construction of Learning Set and Integration of Automatic Classification for Academic Literature in Technical Sciences" Journal of the Korean Society for Information Management 35, no.4 (2018) : 141-164.doi: 10.3743/KOSIM.2018.35.4.141
Seon-Wu Kim; Gun-Woo Ko; Won-Jun Choi; Hee-Seok Jeong; Hwa-Mook Yoon; Sung-Pil Choi. Semi-automatic Construction of Learning Set and Integration of Automatic Classification for Academic Literature in Technical Sciences. Journal of the Korean Society for Information Management, 35(4), 141-164. doi: 10.3743/KOSIM.2018.35.4.141
Seon-Wu Kim; Gun-Woo Ko; Won-Jun Choi; Hee-Seok Jeong; Hwa-Mook Yoon; Sung-Pil Choi. Semi-automatic Construction of Learning Set and Integration of Automatic Classification for Academic Literature in Technical Sciences. Journal of the Korean Society for Information Management. 2018; 35(4) 141-164. doi: 10.3743/KOSIM.2018.35.4.141
Seon-Wu Kim, Gun-Woo Ko, Won-Jun Choi, Hee-Seok Jeong, Hwa-Mook Yoon, Sung-Pil Choi. Semi-automatic Construction of Learning Set and Integration of Automatic Classification for Academic Literature in Technical Sciences. 2018; 35(4), 141-164. Available from: doi:10.3743/KOSIM.2018.35.4.141
Seon-Wu Kim, Gun-Woo Ko, Won-Jun Choi, Hee-Seok Jeong, Hwa-Mook Yoon and Sung-Pil Choi. "Semi-automatic Construction of Learning Set and Integration of Automatic Classification for Academic Literature in Technical Sciences" Journal of the Korean Society for Information Management 35, no.4 (2018) : 141-164.doi: 10.3743/KOSIM.2018.35.4.141
