A unified approach to mapping and clustering of bibliometric networks

被引:1327
作者
Waltman, Ludo [1 ]
van Eck, Nees Jan [1 ]
Noyons, Ed C. M. [1 ]
机构
[1] Leiden Univ, Ctr Sci & Technol Studies, Leiden, Netherlands
关键词
Bibliometric map; Clustering; Mapping; Unified approach; AUTHOR COCITATION; SCIENCE; RESOLUTION; MAPS;
D O I
10.1016/j.joi.2010.07.002
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In the analysis of bibliometric networks, researchers often use mapping and clustering techniques in a combined fashion. Typically, however, mapping and clustering techniques that are used together rely on very different ideas and assumptions. We propose a unified approach to mapping and clustering of bibliometric networks. We show that the VOS mapping technique and a weighted and parameterized variant of modularity-based clustering can both be derived from the same underlying principle. We illustrate our proposed approach by producing a combined mapping and clustering of the most frequently cited publications that appeared in the field of information science in the period 1999-2008. (C) 2010 Elsevier Ltd. All rights reserved.
引用
收藏
页码:629 / 635
页数:7
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