DocumentCode
3157635
Title
Static and Dynamic Aspects of Scientific Collaboration Networks
Author
Staudt, Christian L. ; Schumm, A. ; Meyerhenke, Henning ; Gorke, R. ; Wagner, Dietmar
Author_Institution
Inst. of Theor. Inf., Karlsruhe Inst. of Technol. (KIT), Karlsruhe, Germany
fYear
2012
fDate
26-29 Aug. 2012
Firstpage
522
Lastpage
526
Abstract
Collaboration networks arise when we map the connections between scientists which are formed through joint publications. These networks thus display the social structure of academia, and also allow conclusions about the structure of scientific knowledge. Using the computer science publication database DBLP, we compile relations between authors and publications as graphs and proceed with examining and quantifying collaborative relations with graph-based methods. We review standard properties of the network and rank authors and publications by centrality. Additionally, we detect communities with modularity-based clustering and compare the resulting clusters to a ground-truth based on conferences and thus topical similarity. In a second part, we are the first to combine DBLP network data with data from the Dagstuhl Seminars: We investigate whether seminars of this kind, as social and academic events designed to connect researchers, leave a visible track in the structure of the collaboration network. Our results suggest that such single events are not influential enough to change the network structure significantly. However, the network structure seems to influence a participant´s decision to accept or decline an invitation.
Keywords
computer science education; graph theory; network theory (graphs); pattern clustering; social sciences; DBLP network data; Dagstuhl Seminars; academia social structure; academic events; computer science publication database; dynamic aspects; graph-based methods; ground-truth; joint publications; modularity-based clustering; scientific collaboration networks; scientific knowledge; social events; static aspects; Atmospheric measurements; Collaboration; Communities; Computer science; Particle measurements; Seminars; Social network services; centrality; collaboration networks; graph clustering; modularity; network analysis; scientific collaboration;
fLanguage
English
Publisher
ieee
Conference_Titel
Advances in Social Networks Analysis and Mining (ASONAM), 2012 IEEE/ACM International Conference on
Conference_Location
Istanbul
Print_ISBN
978-1-4673-2497-7
Type
conf
DOI
10.1109/ASONAM.2012.90
Filename
6425714
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