• 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