@article{ART001456794},
author={Sanghee Choi},
title={Document Clustering Using Reference Titles},
journal={Journal of the Korean Society for Information Management},
issn={1013-0799},
year={2010},
volume={27},
number={2},
pages={241-252},
doi={10.3743/KOSIM.2010.27.2.241}
TY - JOUR
AU - Sanghee Choi
TI - Document Clustering Using Reference Titles
JO - Journal of the Korean Society for Information Management
PY - 2010
VL - 27
IS - 2
PB - 한국정보관리학회
SP - 241
EP - 252
SN - 1013-0799
AB - Titles have been regarded as having effective clustering features, but they sometimes fail to represent the topic of a document and result in poorly generated document clusters. This study aims to improve the performance of document clustering with titles by suggesting titles in the citation bibliography as a clustering feature. Titles of original literature, titles in the citation bibliography, and an aggregation of both titles were adapted to measure the performance of clustering. Each feature was combined with three hierarchical clustering methods, within group average linkage, complete linkage, and Ward's method in the clustering experiment. The best practice case of this experiment was clustering document with features from both titles by within-groups average method.
KW - document clustering;clustering feature;clustering method;title;citation
DO - 10.3743/KOSIM.2010.27.2.241
ER -
Sanghee Choi. (2010). Document Clustering Using Reference Titles. Journal of the Korean Society for Information Management, 27(2), 241-252.
Sanghee Choi. 2010, "Document Clustering Using Reference Titles", Journal of the Korean Society for Information Management, vol.27, no.2 pp.241-252. Available from: doi:10.3743/KOSIM.2010.27.2.241
Sanghee Choi "Document Clustering Using Reference Titles" Journal of the Korean Society for Information Management 27.2 pp.241-252 (2010) : 241.
Sanghee Choi. Document Clustering Using Reference Titles. 2010; 27(2), 241-252. Available from: doi:10.3743/KOSIM.2010.27.2.241
Sanghee Choi. "Document Clustering Using Reference Titles" Journal of the Korean Society for Information Management 27, no.2 (2010) : 241-252.doi: 10.3743/KOSIM.2010.27.2.241
Sanghee Choi. Document Clustering Using Reference Titles. Journal of the Korean Society for Information Management, 27(2), 241-252. doi: 10.3743/KOSIM.2010.27.2.241
Sanghee Choi. Document Clustering Using Reference Titles. Journal of the Korean Society for Information Management. 2010; 27(2) 241-252. doi: 10.3743/KOSIM.2010.27.2.241
Sanghee Choi. Document Clustering Using Reference Titles. 2010; 27(2), 241-252. Available from: doi:10.3743/KOSIM.2010.27.2.241
Sanghee Choi. "Document Clustering Using Reference Titles" Journal of the Korean Society for Information Management 27, no.2 (2010) : 241-252.doi: 10.3743/KOSIM.2010.27.2.241