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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Colbaugh, R. Glass, K. |
| Copyright Year | 2009 |
| Description | Author affiliation: Sandia National Laboratories, Albuquerque, NM 87111 USA (Colbaugh, R.) || New Mexico Institute of Mining and Technology, Socorro, 87801 USA (Glass, K.) |
| Abstract | This two-part paper presents a new approach to predictive analysis for social processes. In Part I, we begin by identifying a class of social processes which are simultaneously important in applications and difficult to predict using existing methods. It is shown that these processes can be modeled within a multi-scale, stochastic hybrid system framework that is sociologically sensible, expressive, illuminating, and amenable to formal analysis. Among other advantages, the proposed modeling framework enables proper characterization of the interplay between the intrinsic aspects of a social process (e.g., the “appeal” of a political movement) and the social dynamics which are its realization; this characterization is key to successful social process prediction. The utility of the modeling methodology is illustrated through a case study involving the global SARS epidemic of 2002–2003. Part II of the paper then leverages this modeling framework to develop a rigorous, computationally tractable approach to social process predictive analysis. |
| Starting Page | 501 |
| Ending Page | 506 |
| File Size | 415390 |
| Page Count | 6 |
| File Format | |
| ISBN | 9781424446018 |
| ISSN | 10851992 |
| DOI | 10.1109/CCA.2009.5280709 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2009-07-08 |
| Publisher Place | Russia |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Modeling Predictive models Motion pictures Stochastic systems Control system synthesis Glass Technological innovation Marketing and sales Power generation economics Economic forecasting |
| Content Type | Text |
| Resource Type | Article |
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