Mapping topics and topic bursts in PNAS

被引:154
作者
Mane, KK [1 ]
Börner, K [1 ]
机构
[1] Indiana Univ, Sch Lib & Informat Sci, Bloomington, IN 47405 USA
关键词
D O I
10.1073/pnas.0307626100
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Scientific research is highly dynamic. New areas of science continually evolve; others gain or lose importance, merge, or split. Due to the steady increase in the number of scientific publications, it is hard to keep an overview of the structure and dynamic development of one's own field of science, much less all scientific domains. However, knowledge of "hot" topics, emergent research frontiers, or change of focus in certain areas is a critical component of resource allocation decisions in research laboratories, governmental institutions, and corporations. This paper demonstrates the utilization of Kleinberg's burst detection algorithm, co-word occurrence analysis, and graph layout techniques to generate maps that support the identification of major research topics and trends. The approach was applied to analyze and map the complete set of papers published in PNAS in the years 1982-2001. Six domain experts examined and commented on the resulting maps in an attempt to reconstruct the evolution of major research areas covered by PNAS.
引用
收藏
页码:5287 / 5290
页数:4
相关论文
共 11 条
[1]  
Batagelj V., 1998, Connections, V21, P47
[2]   Visualizing knowledge domains [J].
Börner, K ;
Chen, CM ;
Boyack, KW .
ANNUAL REVIEW OF INFORMATION SCIENCE AND TECHNOLOGY, 2003, 37 :179-255
[3]   Mapping knowledge domains: Characterizing PNAS [J].
Boyack, KW .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2004, 101 :5192-5199
[4]  
Callon M., 1986, MAPPING DYNAMICS SCI
[5]  
CARD SK, 1999, READINGS INFORMATION
[6]   Searching for intellectual turning points: Progressive knowledge domain visualization [J].
Chen, CM .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2004, 101 :5303-5310
[7]  
Eades Peter, 1984, Congressus Numerantium, V42, P149, DOI DOI 10.1007/3-540-63938-1_
[8]   GRAPH DRAWING BY FORCE-DIRECTED PLACEMENT [J].
FRUCHTERMAN, TMJ ;
REINGOLD, EM .
SOFTWARE-PRACTICE & EXPERIENCE, 1991, 21 (11) :1129-1164
[9]  
KLEINBERG JM, 2002, 8 ACM SIGKDD INT C K, P91
[10]  
Salton G., 1988, Automatic Text Processing: The Transformation, Analysis, and Retrieval of Information by Computer