Creation of a Highly Detailed, Dynamic, Global Model and Map of Science

被引:99
作者
Boyack, Kevin W. [1 ]
Klavans, Richard [2 ]
机构
[1] SciTech Strategies Inc, Albuquerque, NM 87122 USA
[2] SciTech Strategies Inc, Berwyn, PA 19312 USA
基金
美国国家卫生研究院;
关键词
CITATION;
D O I
10.1002/asi.22990
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The majority of the effort in metrics research has addressed research evaluation. Far less research has addressed the unique problems of research planning. Models and maps of science that can address the detailed problems associated with research planning are needed. This article reports on the creation of an article-level model and map of science covering 16 years and nearly 20 million articles using cocitation-based techniques. The map is then used to define discipline-like structures consisting of natural groupings of articles and clusters of articles. This combination of detail and high-level structure can be used to address planning-related problems such as identification of emerging topics and the identification of which areas of science and technology are innovative and which are simply persisting. In addition to presenting the model and map, several process improvements that result in greater accuracy structures are detailed, including a bibliographic coupling approach for assigning current papers to cocitation clusters and a sequential hybrid approach to producing visual maps from models.
引用
收藏
页码:670 / 685
页数:16
相关论文
共 36 条
[1]  
Börner K, 2012, UNDERST COMPLEX SYST, P3, DOI 10.1007/978-3-642-23068-4_1
[2]   Design and Update of a Classification System: The UCSD Map of Science [J].
Boerner, Katy ;
Klavans, Richard ;
Patek, Michael ;
Zoss, Angela M. ;
Biberstine, Joseph R. ;
Light, Robert P. ;
Lariviere, Vincent ;
Boyack, Kevin W. .
PLOS ONE, 2012, 7 (07)
[3]   Visualizing knowledge domains [J].
Börner, K ;
Chen, CM ;
Boyack, KW .
ANNUAL REVIEW OF INFORMATION SCIENCE AND TECHNOLOGY, 2003, 37 :179-255
[4]  
Boyack KW, 2011, PRO INT CONF SCI INF, P123
[5]   Clustering More than Two Million Biomedical Publications: Comparing the Accuracies of Nine Text-Based Similarity Approaches [J].
Boyack, Kevin W. ;
Newman, David ;
Duhon, Russell J. ;
Klavans, Richard ;
Patek, Michael ;
Biberstine, Joseph R. ;
Schijvenaars, Bob ;
Skupin, Andre ;
Ma, Nianli ;
Boerner, Katy .
PLOS ONE, 2011, 6 (03)
[6]   Co-Citation Analysis, Bibliographic Coupling, and Direct Citation: Which Citation Approach Represents the Research Front Most Accurately? [J].
Boyack, Kevin W. ;
Klavans, Richard .
JOURNAL OF THE AMERICAN SOCIETY FOR INFORMATION SCIENCE AND TECHNOLOGY, 2010, 61 (12) :2389-2404
[7]   Using detailed maps of science to identify potential collaborations [J].
Boyack, Kevin W. .
SCIENTOMETRICS, 2009, 79 (01) :27-44
[8]   Mapping the backbone of science [J].
Boyack, KW ;
Klavans, R ;
Börner, K .
SCIENTOMETRICS, 2005, 64 (03) :351-374
[9]   Towards an explanatory and computational theory of scientific discovery [J].
Chen, Chaomei ;
Chen, Yue ;
Horowitz, Mark ;
Hou, Haiyan ;
Liu, Zeyuan ;
Pellegrino, Donald .
JOURNAL OF INFORMETRICS, 2009, 3 (03) :191-209
[10]  
Franklin J.J., 1988, HDB QUANTITATIVE STU, P325, DOI [DOI 10.1016/B978-0-444-70537-2.50017-9, 10.1016/B978-0-444-70537-2.50017-9]