MODELING INTERACTION BETWEEN INDIVIDUALS, SOCIAL NETWORKS AND PUBLIC POLICY TO SUPPORT PUBLIC HEALTH EPIDEMIOLOGY

被引:0
|
作者
Bisset, Keith R. [1 ]
Feng, Xizhou [1 ]
Marathe, Madhav [1 ,2 ]
Yardi, Shrirang [3 ]
机构
[1] Virginia Polytech Inst & State Univ, Virginia Bioinformat Inst, Blacksburg, VA 24061 USA
[2] Virginia Polytech Inst & State Univ, Virginia Bioinformat Inst, Dept Comp Sci, Blacksburg, VA 24061 USA
[3] Nvidia, Santa Clara, CA 95050 USA
关键词
DISEASE OUTBREAKS; INFLUENZA;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Human behavior, social networks, and civil infrastructure are closely intertwined. Understanding their co-evolution is critical for designing public policies. Human behaviors and day-to-day activities of individuals create dense social interactions that provide a perfect fabric for fast disease propagation. Conversely, people's behavior in response to public policies and their perception of the crisis can dramatically alter normally stable social interactions. Effective planning and response strategies must take these complicated interactions into account. The basic problem can be modeled as a coupled co-evolving graph dynamical system and can also be viewed as partially observable Markov decision process. As a way to overcome the computational hurdles, we describe an High Performance Computing oriented computer simulation to study this class of problems. Our method provides a novel way to study the co-evolution of human behavior and disease dynamics in very large, realistic social networks with over 100 Million nodes and 6 Billion edges.
引用
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页码:1971 / +
页数:3
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