The Structure and Dynamics of Cocitation Clusters: A Multiple-Perspective Cocitation Analysis

被引:1300
作者
Chen, Chaomei [1 ]
Ibekwe-SanJuan, Fidelia [2 ]
Hou, Jianhua [3 ]
机构
[1] Drexel Univ, Coll Informat Sci & Technol, Philadelphia, PA 19104 USA
[2] Univ Lyon 3, ELICO, F-69008 Lyon, France
[3] Dalian Univ Technol, WISELAB, Dalian, Peoples R China
来源
JOURNAL OF THE AMERICAN SOCIETY FOR INFORMATION SCIENCE AND TECHNOLOGY | 2010年 / 61卷 / 07期
基金
美国国家科学基金会;
关键词
INFORMATION-SCIENCE; COMBINING BIBLIOMETRICS; RELEVANCE THEORY; RESEARCH FRONTS; CITATION; INDEX; WEB; VISUALIZATION; TECHNOLOGY; CENTRALITY;
D O I
10.1002/asi.21309
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A multiple-perspective cocitation analysis method is introduced for characterizing and interpreting the structure and dynamics of cocitation clusters. The method facilitates analytic and sense making tasks by integrating network visualization, spectral clustering, automatic cluster labeling, and text summarization. Cocitation networks are decomposed into cocitation clusters. The interpretation of these clusters is augmented by automatic cluster labeling and summarization. The method focuses on the interrelations between a cocitation cluster's members and their citers. The generic method is applied to a three-part analysis of the field of information science as defined by 12 journals published between 1996 and 2008: (a) a comparative author cocitation analysis (ACA), (b) a progressive ACA of a time series of cocitation networks, and (c) a progressive document cocitation analysis (DCA). Results show that the multiple-perspective method increases the interpretability and accountability of both ACA and DCA networks.
引用
收藏
页码:1386 / 1409
页数:24
相关论文
共 77 条
[1]  
[Anonymous], 1998, Connections
[2]  
[Anonymous], TUTORIAL SPECTRAL CL
[3]   Changes in the LIS research front:: Time-sliced cocitation analyses of LIS journal articles, 1990-2004 [J].
Astrom, Fredrik .
JOURNAL OF THE AMERICAN SOCIETY FOR INFORMATION SCIENCE AND TECHNOLOGY, 2007, 58 (07) :947-957
[4]   Which h-index? - A comparison of WoS, Scopus and Google Scholar [J].
Bar-Ilan, Judit .
SCIENTOMETRICS, 2008, 74 (02) :257-271
[5]  
Ben-Hur Asa, 2002, Pac Symp Biocomput, P6
[6]  
BONACICH P, 1987, AM J SOCIOL, V92, P1170, DOI 10.1086/228631
[7]   A faster algorithm for betweenness centrality [J].
Brandes, U .
JOURNAL OF MATHEMATICAL SOCIOLOGY, 2001, 25 (02) :163-177
[8]   The anatomy of a large-scale hypertextual Web search engine [J].
Brin, S ;
Page, L .
COMPUTER NETWORKS AND ISDN SYSTEMS, 1998, 30 (1-7) :107-117
[9]   Enhancing Cluster Labeling Using Wikipedia [J].
Carmel, David ;
Roitman, Haggai ;
Zwerdling, Naama .
PROCEEDINGS 32ND ANNUAL INTERNATIONAL ACM SIGIR CONFERENCE ON RESEARCH AND DEVELOPMENT IN INFORMATION RETRIEVAL, 2009, :139-146
[10]   An application-level multicast framework for large scale VOD services [J].
Chan, CL ;
Huang, SY ;
Chen, HH ;
Tung, WH ;
Wang, JS .
11TH INTERNATIONAL CONFERENCE ON PARALLEL AND DISTRIBUTED SYSTEMS, VOL I, PROCEEDINGS, 2005, :98-104