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Social structure simulation and inference using artificial intelligence techniques

Posted on:2006-12-12Degree:Ph.DType:Dissertation
University:Carnegie Mellon UniversityCandidate:Tsvetovat, MaksimFull Text:PDF
GTID:1458390008454207Subject:Computer Science
Abstract/Summary:
The study of complex social and technological systems, such as organizations, requires a sophisticated approach that accounts for the underlying psychological and sociological principles, communication patterns and the technologies within these systems.; Social Network Analysis and link analysis have since inception operated on the cutting edge bringing together mathematical analysis of social structures and qualitative reasoning and interpretation.; As available computing power grew, social network-based models have become not only an analysis tool, but also a methodology for building new theories of social behaviour and organizational evolution, frequently through the creation of simulation models.; This work examines the past approaches of creating Social Network-based semantically consistent and interpretable models of social structure and social networks, as well as social simulation tools.; I propose the creation of a multi-theory, multi-level simulation model of social structure that relies on social network theory and Artificial Intelligence algorithms. I further propose the creation of a robust and scalable social structure semantic that facilitates interpretable reasoning about evolution of social structure.
Keywords/Search Tags:Social, Artificial intelligence, Simulation, Propose the creation
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