Network Role Mining and Analysis

Nonfiction, Science & Nature, Science, Other Sciences, System Theory, Computers, Database Management, General Computing
Cover of the book Network Role Mining and Analysis by Derek Doran, Springer International Publishing
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Author: Derek Doran ISBN: 9783319538860
Publisher: Springer International Publishing Publication: March 20, 2017
Imprint: Springer Language: English
Author: Derek Doran
ISBN: 9783319538860
Publisher: Springer International Publishing
Publication: March 20, 2017
Imprint: Springer
Language: English

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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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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