Network Role Mining and Analysis [electronic resource] / by Derek Doran.
Вид матеріалу:
Текст Серія: SpringerBriefs in ComplexityПублікація: Cham : Springer International Publishing : Imprint: Springer, 2017Видання: 1st ed. 2017Опис: XI, 101 p. 16 illus., 8 illus. in color. online resourceТип вмісту: - text
- computer
- online resource
- 9783319538860
- 006.312 23
- QA76.9.D343
ЕКнига
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Springer Ebooks (till 2020 - Open Access)+(2017 Network Access))
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Springer Ebooks (2017 Network Access))
Network Role Mining and Analysis: An Overview -- Implied Role Mining -- Equivalence-Based Role Mining -- Deterministic Blockmodeling -- Stochastic Blockmodeling -- Advanced Computational Methods -- Concluding Remarks.
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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