@article{ART000862081},
author={Myoung, Soon-Hee and KIM IN CHEOL},
title={Automatic Text Categrization Using Hybrid Multiple Model Schemes},
journal={Journal of the Korean Society for Information Management},
issn={1013-0799},
year={2002},
volume={19},
number={4},
pages={35-51},
doi={10.3743/KOSIM.2002.19.4.035}
TY - JOUR
AU - Myoung, Soon-Hee
AU - KIM IN CHEOL
TI - Automatic Text Categrization Using Hybrid Multiple Model Schemes
JO - Journal of the Korean Society for Information Management
PY - 2002
VL - 19
IS - 4
PB - 한국정보관리학회
SP - 35
EP - 51
SN - 1013-0799
AB - Inductive learning and classification techniques have been employed in various research and applications that organize textual data to solve the problem of information access. In this study, we develop hybrid model combination methods which incorporate the concepts and techniques for multiple modeling algorithms to improve the accuracy of text classification, and conduct experiments to evaluate the performances of proposed schemes. Boosted stacking, one of the extended stacking schemes proposed in this study yields higher accuracy relative to the conventional model combination methods and single classifiers.
KW - hybrid multiple model;text classification;multiple modeling algorithm
DO - 10.3743/KOSIM.2002.19.4.035
ER -
Myoung, Soon-Hee and KIM IN CHEOL. (2002). Automatic Text Categrization Using Hybrid Multiple Model Schemes. Journal of the Korean Society for Information Management, 19(4), 35-51.
Myoung, Soon-Hee and KIM IN CHEOL. 2002, "Automatic Text Categrization Using Hybrid Multiple Model Schemes", Journal of the Korean Society for Information Management, vol.19, no.4 pp.35-51. Available from: doi:10.3743/KOSIM.2002.19.4.035
Myoung, Soon-Hee, KIM IN CHEOL "Automatic Text Categrization Using Hybrid Multiple Model Schemes" Journal of the Korean Society for Information Management 19.4 pp.35-51 (2002) : 35.
Myoung, Soon-Hee, KIM IN CHEOL. Automatic Text Categrization Using Hybrid Multiple Model Schemes. 2002; 19(4), 35-51. Available from: doi:10.3743/KOSIM.2002.19.4.035
Myoung, Soon-Hee and KIM IN CHEOL. "Automatic Text Categrization Using Hybrid Multiple Model Schemes" Journal of the Korean Society for Information Management 19, no.4 (2002) : 35-51.doi: 10.3743/KOSIM.2002.19.4.035
Myoung, Soon-Hee; KIM IN CHEOL. Automatic Text Categrization Using Hybrid Multiple Model Schemes. Journal of the Korean Society for Information Management, 19(4), 35-51. doi: 10.3743/KOSIM.2002.19.4.035
Myoung, Soon-Hee; KIM IN CHEOL. Automatic Text Categrization Using Hybrid Multiple Model Schemes. Journal of the Korean Society for Information Management. 2002; 19(4) 35-51. doi: 10.3743/KOSIM.2002.19.4.035
Myoung, Soon-Hee, KIM IN CHEOL. Automatic Text Categrization Using Hybrid Multiple Model Schemes. 2002; 19(4), 35-51. Available from: doi:10.3743/KOSIM.2002.19.4.035
Myoung, Soon-Hee and KIM IN CHEOL. "Automatic Text Categrization Using Hybrid Multiple Model Schemes" Journal of the Korean Society for Information Management 19, no.4 (2002) : 35-51.doi: 10.3743/KOSIM.2002.19.4.035
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