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Network role mining and analysis

  • 作者: Doran, Derek, author.
  • 其他作者:
  • 其他題名:
    • SpringerBriefs in complexity.
  • 出版: Cham : Springer International Publishing :Imprint: Springer
  • 叢書名: SpringerBriefs in complexity,
  • 主題: Data mining. , Computer Science. , Data Mining and Knowledge Discovery. , Applications of Graph Theory and Complex Networks. , Complex Systems. , Big Data/Analytics. , Personality and Social Psychology.
  • ISBN: 9783319538860 (electronic bk.) 、 9783319538853 (paper)
  • FIND@SFXID: CGU
  • 資料類型: 電子書
  • 內容註: Network Role Mining and Analysis: An Overview -- Implied Role Mining -- Equivalence-Based Role Mining -- Deterministic Blockmodeling -- Stochastic Blockmodeling -- Advanced Computational Methods -- Concluding Remarks.
  • 摘要註: This brief presents readers with a summary of classic, modern, and state-of-the-art methods for discovering the roles of entities in networks (including social networks) that range from small to large-scale. It classifies methods by their mathematical underpinning, whether they are driven by implications about entity behaviors in system, or if they are purely data driven. The brief also discusses when and how each method should be applied, and discusses some outstanding challenges toward the development of future role mining methods of each type.
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  • 系統號: 005384788 | 機讀編目格式
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