Network Role Mining and Analysis

• Κύριος συγγραφέας: Doran, Derek (Συγγραφέας)
• Συγγραφή απο Οργανισμό/Αρχή: SpringerLink (Online service)
• Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
• Γλώσσα: English
• Έκδοση: Cham : Springer International Publishing : Imprint: Springer, 2017.
• Σειρά: SpringerBriefs in Complexity,
• Θέματα: Computer science.; Big data.; Data mining.; System theory.; Personality.; Social psychology.; Computer Science.; Data Mining and Knowledge Discovery.; Applications of Graph Theory and Complex Networks.; Complex Systems.; Big Data/Analytics.; Personality and Social Psychology.

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 implica...

Πίνακας περιεχομένων:

• Network Role Mining and Analysis: An Overview
• Implied Role Mining
• Equivalence-Based Role Mining
• Deterministic Blockmodeling
• Stochastic Blockmodeling
• Advanced Computational Methods
• Concluding Remarks.