Klavans, R; Boyack, KW. 2011. Using Global Mapping to Create More Accurate Document-Level Maps of Research Fields. JASIST. 62 (1): 1-18
Eugene Garfield
garfield at CODEX.CIS.UPENN.EDU
Mon Apr 18 14:13:27 EDT 2011
Klavans, R; Boyack, KW. 2011. Using Global Mapping to Create More Accurate
Document-Level Maps of Research Fields. JOURNAL OF THE AMERICAN SOCIETY
FOR INFORMATION SCIENCE AND TECHNOLOGY 62 (1): 1-18..
Author Full Name(s): Klavans, Richard; Boyack, Kevin W.
Language: English
Document Type: Article
KeyWords Plus: AUTHOR COCITATION ANALYSIS; INFORMATION-SCIENCE;
RESEARCH-FRONT; CITATION; LIBRARY
Abstract: We describe two general approaches to creating document-level
maps of science. To create a local map, one defines and directly maps a
sample of data, such as all literature published in a set of information science
journals. To create a global map of a research field, one maps" all of science"
and then locates a literature sample within that full context. We provide a
deductive argument that global mapping should create more accurate partitions
of a research field than does local mapping, followed by practical reasons why
this may not be so. The field of information science is then mapped at the
document level using both local and global methods to provide a case
illustration of the differences between the methods. Textual coherence is used
to assess the accuracies of both maps. We find that document clusters in the
global map have significantly higher coherence than do those in the local map,
and that the global map provides unique insights into the field of information
science that cannot be discerned from the local map. Specifically, we show
that information science and computer science have a large interface and that
computer science is the more progressive discipline at that interface. We also
show that research communities in temporally linked threads have a much
higher coherence than do isolated communities, and that this feature can be
used to predict which threads will persist into a subsequent year. Methods that
could increase the accuracy of both local and global maps in the future also are
discussed.
Addresses: [Klavans, Richard] SciTech Strategies Inc, Berwyn, PA 19312 USA;
[Boyack, Kevin W.] SciTech Strategies Inc, Albuquerque, NM 87122 USA
Reprint Address: Klavans, R, SciTech Strategies Inc, Berwyn, PA 19312 USA.
E-mail Address: rklavans at mapofscience.com; kboyack at mapofscience.com
ISSN: 1532-2882
DOI: 10.1002/asi.21444
fulltext: http://onlinelibrary.wiley.com/doi/10.1002/asi.21444/full
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