Building Inferentially Tractable Models of Complex Social Systems: a Generalized Location Framework
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چکیده
Here, a class of structures called “generalized location systems” is introduced, which can be used to characterize a range of social processes. An exponential family of distributions is developed for modeling such systems, allowing for the incorporation of both attributional and relational covariates. Methods are shown for simulation and inference using the location system model. Two illustrative applications (occupational stratification and residential settlement patterns) are presented, and simulation is employed to show the behavior of the location system model in each case. By leveraging established results in the fields of social network analysis, spatial statistics, and statistical mechanics, it is argued that sociologists can model complex social systems without sacrificing inferential tractability.
منابع مشابه
Modeling Reality Without Sacrificing Data: Inferentially Tractable Models for Complex Social Systems
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تاریخ انتشار 2005