Spatial Approaches to Modeling Dispersion of Communicable Diseases - A Review

被引:29
作者
Bian, Ling [1 ]
机构
[1] SUNY Buffalo, Dept Geog, Amherst, NY 14261 USA
关键词
PANDEMIC INFLUENZA; CONTACT NETWORK; LATTICE MODEL; EPIDEMIC; DYNAMICS; SPREAD; SIMULATION; TRANSMISSION; VACCINATION; SMALLPOX;
D O I
10.1111/j.1467-9671.2012.01329.x
中图分类号
P9 [自然地理学]; K9 [地理];
学科分类号
0705 ; 070501 ;
摘要
The dispersion of communicable diseases in a population is intrinsically spatial. In the last several decades, a range of spatial approaches has been devised to model epidemiological processes; and they differ significantly from each other. A review of spatially oriented epidemiological models is necessary to assess advances in spatial approaches to modeling disease dispersion and to help identify those most appropriate for specific research goals. The most notable difference in the design of these spatially oriented models is the scale and mobility of the modeling unit. Using two criteria, this review identifies six types of spatially oriented models. These include: (1) population-based wave models, (2) sub-population models, (3) individual-based cellular automata models, (4) mobile sub-population models, (5) individual-based spatially implicit models, and (6) individual-based mobile models. Each model type is evaluated in terms of its design principles, assumptions, and intended applications. For the evaluation of design, four aspects of design principles are discussed: the modeling unit, the interaction between the modeling units, the spatial process, and the temporal process utilized in a design. Insights gained from this review can be useful for devising much-needed spatially and temporally oriented strategies to forecast, prevent, and control communicable diseases.
引用
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页码:1 / 17
页数:17
相关论文
共 84 条
[1]   Simulations to evaluate HIV vaccine trial designs [J].
Adams, AL ;
Barth-Jones, DC ;
Chick, SE ;
Koopman, JS .
SIMULATION, 1998, 71 (04) :228-241
[2]   Error and attack tolerance of complex networks [J].
Albert, R ;
Jeong, H ;
Barabási, AL .
NATURE, 2000, 406 (6794) :378-382
[3]   A MICRO-SIMULATION MODEL OF A SPATIAL LABOR-MARKET [J].
AMRHEIN, CG ;
MACKINNON, RD .
ANNALS OF THE ASSOCIATION OF AMERICAN GEOGRAPHERS, 1988, 78 (01) :112-131
[4]  
ANDERSON R M, 1991
[5]  
Arita I, 2003, EMERG INFECT DIS, V9, P1183
[6]  
Bian L., 2007, Transactions in GIS, V11, P155, DOI 10.1111/j.1467-9671.2007.01039.x
[7]   The representation of the environment in the context of individual-based modeling [J].
Bian, L .
ECOLOGICAL MODELLING, 2003, 159 (2-3) :279-296
[8]   A conceptual framework for an individual-based spatially explicit epidemiological model [J].
Bian, L .
ENVIRONMENT AND PLANNING B-PLANNING & DESIGN, 2004, 31 (03) :381-395
[9]   An attempt at a new analysis of the mortality caused by smallpox and of the advantages of inoculation to prevent it [J].
Blower, S .
REVIEWS IN MEDICAL VIROLOGY, 2004, 14 (05) :275-288
[10]  
Box GEP, 1987, Empirical model-building and response surfaces