BioWar: Scalable agent-based model of bioattacks

被引:122
作者
Carley, KM [1 ]
Fridsma, DB
Casman, E
Yahja, A
Altman, N
Chen, LC
Kaminsky, B
Nave, D
机构
[1] Carnegie Mellon Univ, Ctr Computat Anal Social & Org Syst, Pittsburgh, PA 15213 USA
[2] Carnegie Mellon Univ, Ctr Biomed Informat, Pittsburgh, PA 15213 USA
[3] Carnegie Mellon Univ, Engn & Publ Policy Dept, Pittsburgh, PA 15213 USA
[4] Carnegie Mellon Univ, Inst Software Res Int, Pittsburgh, PA 15213 USA
[5] Pace Univ, Dept Informat Syst, New York, NY 10176 USA
[6] Pittsburgh Supercomp Ctr, Pittsburgh, PA 15213 USA
来源
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS | 2006年 / 36卷 / 02期
基金
美国国家科学基金会; 美国安德鲁·梅隆基金会;
关键词
bioterrorism; multiagent network; social network; syndromic and behavioral surveillance;
D O I
10.1109/TSMCA.2005.851291
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
While structured by social and institutional networks, disease outbreaks are modulated by physical, economical, technological, communication, health, and governmental infrastructures. To systematically reason about the nature of outbreaks, the potential outcomes of media, prophylaxis, and vaccination campaigns, and the relative value of various early warning devices, social context, and infrastructure, must be considered. Numerical models provide a cost-effective ethical system for reasoning about such events. BioWar, a scalable citywide multiagent network numerical model, is described in this paper. BioWar simulates individuals as agents who are embedded in social, health, and professional networks and tracks the incidence of background and maliciously introduced diseases. In addition to epidemiology, BioWar simulates health-care-seeking behaviors, absenteeism patterns, and pharmaceutical purchases, information useful for syndromic and behavioral surveillance algorithms.
引用
收藏
页码:252 / 265
页数:14
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