TY  - BOOK
AU  - Doran,Derek
ED  - SpringerLink (Online service)
TI  - Network Role Mining and Analysis
T2  - SpringerBriefs in Complexity,
SN  - 9783319538860
AV  - QA76.9.D343 
U1  - 006.312 23
PY  - 2017///
CY  - Cham
PB  - Springer International Publishing, Imprint: Springer
KW  - Data mining
KW  - Physics
KW  - System theory
KW  - Big data
KW  - Personality
KW  - Social psychology
KW  - Data Mining and Knowledge Discovery
KW  - Applications of Graph Theory and Complex Networks
KW  - Complex Systems
KW  - Big Data/Analytics
KW  - Personality and Social Psychology
N1  - Network Role Mining and Analysis: An Overview -- Implied Role Mining -- Equivalence-Based Role Mining -- Deterministic Blockmodeling -- Stochastic Blockmodeling -- Advanced Computational Methods -- Concluding Remarks; Available to subscribing member institutions only. Доступно лише організаціям членам підписки
N2  - 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
UR  - https://doi.org/10.1007/978-3-319-53886-0
ER  -