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Network Role Mining and Analysis / by Derek Doran

By: Resource type: Ressourcentyp: Buch (Online)Book (Online)Language: English Series: SpringerBriefs in Complexity | SpringerLink Bücher | Springer eBook Collection Computer SciencePublisher: Cham : Springer, 2017Description: Online-Ressource (XI, 101 p. 16 illus., 8 illus. in color, online resource)ISBN:
  • 9783319538860
Subject(s): Additional physical formats: 9783319538853 | Druckausg.: 978-3-319-53885-3 | Printed edition: 9783319538853 LOC classification:
  • QA76.9.D343
DOI: DOI: 10.1007/978-3-319-53886-0Online resources: Summary: 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 typeSummary: Network Role Mining and Analysis: An Overview -- Implied Role Mining -- Equivalence-Based Role Mining -- Deterministic Blockmodeling -- Stochastic Blockmodeling -- Advanced Computational Methods -- Concluding RemarksPPN: PPN: 1657569160Package identifier: Produktsigel: ZDB-2-SCS
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