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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