Identification of dependency patterns in research collaboration environments through cluster analysis

被引:12
作者
Lee, Bangrae [2 ]
Kwon, Ohjin [2 ]
Kim, Han-joon [1 ]
机构
[1] Univ Seoul, Sch Elect & Comp Engn, Seoul 130743, South Korea
[2] Korea Inst Sci & Technol Informat, Taejon, South Korea
关键词
cluster analysis; dependency patterns; entropy; research collaboration; scientometry; SCIENTIFIC COLLABORATION; NETWORKS;
D O I
10.1177/0165551510392147
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we present a new way of detecting dependency patterns in research collaboration environments. We use co-authorship data at the organization level to measure the degree of research collaboration. Thus we adopt a special clustering technique, called 'cross-associations clustering', to extract the dependency patterns among research groups. To assist in evaluating the dependency patterns, we suggest a collaboration dependency index to indicate whether a research group is dependent on other groups. In our work, as target research environments, we choose four significant areas: alternative energy, water shortage, food shortage and global warming. Through extensive cluster analysis, we have found that dependency patterns exist in the areas of alternative energy, water shortage and global warming, but not in the food shortage area.
引用
收藏
页码:67 / 85
页数:19
相关论文
共 22 条
  • [1] [Anonymous], LECT NOTES COMPUT SC
  • [2] Bibliometric indicators of Indian research collaboration patterns: A correspondence analysis
    Anuradha, K. T.
    Urs, Shalini R.
    [J]. SCIENTOMETRICS, 2007, 71 (02) : 179 - 189
  • [3] Fast unfolding of communities in large networks
    Blondel, Vincent D.
    Guillaume, Jean-Loup
    Lambiotte, Renaud
    Lefebvre, Etienne
    [J]. JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT, 2008,
  • [4] Measures of international collaboration in scientific literature: Part II
    Bookstein, Abraham
    Moed, Henk
    Yitzahki, Moshe
    [J]. INFORMATION PROCESSING & MANAGEMENT, 2006, 42 (06) : 1422 - 1427
  • [5] Chakrabarti D, 2005, TOOLS LARGE GRAPH MI
  • [6] Biofuels and implications for agricultural water use: blue impacts of green energy
    de Fraiture, Charlotte
    Giordano, Mark
    Liao, Yongsong
    [J]. WATER POLICY, 2008, 10 : 67 - 81
  • [7] Gibbons M., 1997, The New Production of Knowledge: The Dynamics of Science and Research in Contemporary Societies
  • [8] National characteristics in international scientific co-authorship relations
    Glänzel, W
    [J]. SCIENTOMETRICS, 2001, 51 (01) : 69 - 115
  • [9] The structure of scientific collaboration networks in Scientometrics
    Hou, Haiyan
    Kretschmer, Hildrun
    Liu, Zeyuan
    [J]. SCIENTOMETRICS, 2008, 75 (02) : 189 - 202
  • [10] Locating active actors in the scientific collaboration communities based on interaction topology analyses
    Jang, Yichuan
    [J]. SCIENTOMETRICS, 2008, 74 (03) : 471 - 482