@article{ART001096215},
author={Lee, Jae Yun},
title={A novel clustering method for examining and analyzing the intellectual structure of a scholarly field},
journal={Journal of the Korean Society for Information Management},
issn={1013-0799},
year={2006},
volume={23},
number={4},
pages={215-231},
doi={10.3743/KOSIM.2006.23.4.215}
TY - JOUR
AU - Lee, Jae Yun
TI - A novel clustering method for examining and analyzing the intellectual structure of a scholarly field
JO - Journal of the Korean Society for Information Management
PY - 2006
VL - 23
IS - 4
PB - 한국정보관리학회
SP - 215
EP - 231
SN - 1013-0799
AB - Recently there are many bibliometric studies attempting to utilize Pathfinder networks(PFNets) for examining and analyzing the intellectual structure of a scholarly field. Pathfinder network scaling has many advantages over traditional multidimensional scaling, including its ability to represent local details as well as global intellectual structure. However there are some limitations in PFNets including very high time complexity. And Pathfinder network scaling cannot be combined with cluster analysis, which has been combined well with traditional multidimensional scaling method. In this paper, a new method named as Parallel Nearest Neighbor Clustering (PNNC) are proposed for complementing those weak points of PFNets. Comparing the clustering performance with traditional hierarchical agglomerative clustering methods shows that PNNC is not only a complement to PFNets but also a fast and powerful clustering method for organizing informations.
KW - PNNC;Bibliometrics;Intellectual structure;Pathfinder networks;Clustering;Cluster analysis;Parallel nearest neighbor clustering
DO - 10.3743/KOSIM.2006.23.4.215
ER -
Lee, Jae Yun. (2006). A novel clustering method for examining and analyzing the intellectual structure of a scholarly field. Journal of the Korean Society for Information Management, 23(4), 215-231.
Lee, Jae Yun. 2006, "A novel clustering method for examining and analyzing the intellectual structure of a scholarly field", Journal of the Korean Society for Information Management, vol.23, no.4 pp.215-231. Available from: doi:10.3743/KOSIM.2006.23.4.215
Lee, Jae Yun "A novel clustering method for examining and analyzing the intellectual structure of a scholarly field" Journal of the Korean Society for Information Management 23.4 pp.215-231 (2006) : 215.
Lee, Jae Yun. A novel clustering method for examining and analyzing the intellectual structure of a scholarly field. 2006; 23(4), 215-231. Available from: doi:10.3743/KOSIM.2006.23.4.215
Lee, Jae Yun. "A novel clustering method for examining and analyzing the intellectual structure of a scholarly field" Journal of the Korean Society for Information Management 23, no.4 (2006) : 215-231.doi: 10.3743/KOSIM.2006.23.4.215
Lee, Jae Yun. A novel clustering method for examining and analyzing the intellectual structure of a scholarly field. Journal of the Korean Society for Information Management, 23(4), 215-231. doi: 10.3743/KOSIM.2006.23.4.215
Lee, Jae Yun. A novel clustering method for examining and analyzing the intellectual structure of a scholarly field. Journal of the Korean Society for Information Management. 2006; 23(4) 215-231. doi: 10.3743/KOSIM.2006.23.4.215
Lee, Jae Yun. A novel clustering method for examining and analyzing the intellectual structure of a scholarly field. 2006; 23(4), 215-231. Available from: doi:10.3743/KOSIM.2006.23.4.215
Lee, Jae Yun. "A novel clustering method for examining and analyzing the intellectual structure of a scholarly field" Journal of the Korean Society for Information Management 23, no.4 (2006) : 215-231.doi: 10.3743/KOSIM.2006.23.4.215