Title
Return to basics: Clustering of scientific literature using structural information
Abstract
•We propose a novel approach to emulate the clustering results of co-citation (CC) and bibliographic coupling (BC).•The proposed method simply replicates a node into two distinct nodes: a citing node and a cited node.•Citing nodes emulates BC and cited nodes imitates CC with very low computational loads.•The proposed method generally outperformed BC and CC regarding cluster accuracy measured by normalized mutual information.•The analysis of intracluster and intercluster geographical proximity suggests that the proposed method retains additional information than BC and CC.
Year
DOI
Venue
2020
10.1016/j.joi.2020.101099
Journal of Informetrics
Keywords
DocType
Volume
Clustering,Mapping,Bibliographic coupling,Co-citation,Relatedness,Bipartite network
Journal
14
Issue
ISSN
Citations 
4
1751-1577
0
PageRank 
References 
Authors
0.34
0
3
Name
Order
Citations
PageRank
Yun Jinhyuk100.34
Sejung Ahn221.69
Lee June Young300.34