@article{ART001331793},
author={Yong-Gu Lee},
title={Classification Performance Analysis of Cross-Language Text Categorization using Machine Translation},
journal={Journal of the Korean Society for Library and Information Science},
issn={1225-598X},
year={2009},
volume={43},
number={1},
pages={313-332},
doi={10.4275/KSLIS.2009.43.1.313}
TY - JOUR
AU - Yong-Gu Lee
TI - Classification Performance Analysis of Cross-Language Text Categorization using Machine Translation
JO - Journal of the Korean Society for Library and Information Science
PY - 2009
VL - 43
IS - 1
PB - 한국문헌정보학회
SP - 313
EP - 332
SN - 1225-598X
AB - Cross-language text categorization(CLTC) can classify documents automatically using training set from other language. In this study, collections appropriated for CLTC were extracted from KTSET. Classification performance of various CLTC methods were compared by SVM classifier using machine translation. Results showed that the classification performance in the order of poly-lingual training method, training-set translation and test-set translation. However, training-set translation could be regarded as the most useful method among CLTC, because it was efficient for machine translation and easily adapted to general environment. On the other hand, low performance was shown to be due to the feature reduction or features with no subject characteristics, which occurred in the process of machine translation of CLTC.
KW - Cross-Language Text Categorization;CLTC;Document Classification;Multilingual Classification;Poly-Lingual Training;Cross-Language Training
DO - 10.4275/KSLIS.2009.43.1.313
ER -
Yong-Gu Lee. (2009). Classification Performance Analysis of Cross-Language Text Categorization using Machine Translation. Journal of the Korean Society for Library and Information Science, 43(1), 313-332.
Yong-Gu Lee. 2009, "Classification Performance Analysis of Cross-Language Text Categorization using Machine Translation", Journal of the Korean Society for Library and Information Science, vol.43, no.1 pp.313-332. Available from: doi:10.4275/KSLIS.2009.43.1.313
Yong-Gu Lee "Classification Performance Analysis of Cross-Language Text Categorization using Machine Translation" Journal of the Korean Society for Library and Information Science 43.1 pp.313-332 (2009) : 313.
Yong-Gu Lee. Classification Performance Analysis of Cross-Language Text Categorization using Machine Translation. 2009; 43(1), 313-332. Available from: doi:10.4275/KSLIS.2009.43.1.313
Yong-Gu Lee. "Classification Performance Analysis of Cross-Language Text Categorization using Machine Translation" Journal of the Korean Society for Library and Information Science 43, no.1 (2009) : 313-332.doi: 10.4275/KSLIS.2009.43.1.313
Yong-Gu Lee. Classification Performance Analysis of Cross-Language Text Categorization using Machine Translation. Journal of the Korean Society for Library and Information Science, 43(1), 313-332. doi: 10.4275/KSLIS.2009.43.1.313
Yong-Gu Lee. Classification Performance Analysis of Cross-Language Text Categorization using Machine Translation. Journal of the Korean Society for Library and Information Science. 2009; 43(1) 313-332. doi: 10.4275/KSLIS.2009.43.1.313
Yong-Gu Lee. Classification Performance Analysis of Cross-Language Text Categorization using Machine Translation. 2009; 43(1), 313-332. Available from: doi:10.4275/KSLIS.2009.43.1.313
Yong-Gu Lee. "Classification Performance Analysis of Cross-Language Text Categorization using Machine Translation" Journal of the Korean Society for Library and Information Science 43, no.1 (2009) : 313-332.doi: 10.4275/KSLIS.2009.43.1.313
