• DocumentCode
    3603601
  • Title

    Citation Networks and the Emergence of Knowledge Core

  • Author

    Yang Zhang ; Chi Zhang

  • Author_Institution
    Dept. of Ind. Eng., Tsinghua Univ., Beijing, China
  • Volume
    27
  • Issue
    12
  • fYear
    2015
  • Firstpage
    3203
  • Lastpage
    3216
  • Abstract
    Observations on the citation networks often confirm a core-periphery structure: A clustered group of artifacts possess the core knowledge to the field, which is widely cited by artifacts at periphery. We explain this as an outcome resulted from decentralized knowledge contributions from individuals who maximize their own utilities. Our model sheds insights on how knowledge creation, knowledge citation, and knowledge heterogeneity affect the emergence of knowledge core, in both cases of direct and indirect citations. We find through simulations that the core-periphery architecture of citation networks is robust to generalizations on knowledge heterogeneity and knowledge creativity. By studying the incentive rationale that underlies the growth of citation networks, our research has potential implications on the design and administration of intellectual communities.
  • Keywords
    citation analysis; artifacts; core-periphery structure; decentralized knowledge contributions; direct citations; incentive rationale; indirect citations; intellectual communities; knowledge citation; knowledge core; knowledge creation; knowledge heterogeneity; Citation analysis; Indexes; Knowledge engineering; Optimization; Robustness; Complex network; citation network; complex network; multi-agent; optimization;
  • fLanguage
    English
  • Journal_Title
    Knowledge and Data Engineering, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1041-4347
  • Type

    jour

  • DOI
    10.1109/TKDE.2015.2454512
  • Filename
    7153562