Spread of epidemic disease on networks

被引:2482
作者
Newman, MEJ [1 ]
机构
[1] Univ Michigan, Ctr Study Complex Syst, Ann Arbor, MI 48109 USA
[2] Santa Fe Inst, Santa Fe, NM 87501 USA
关键词
D O I
10.1103/PhysRevE.66.016128
中图分类号
O35 [流体力学]; O53 [等离子体物理学];
学科分类号
070204 ; 080103 ; 080704 ;
摘要
The study of social networks, and in particular the spread of disease on networks, has attracted considerable recent attention in the physics community. In this paper, we show that a large class of standard epidemiological models, the so-called susceptible/infective/removed (SIR) models can be solved exactly on a wide variety of networks. In addition to the standard but unrealistic case of fixed infectiveness time and fixed and uncorrelated probability of transmission between all pairs of individuals, we solve cases in which times and probabilities are nonuniform and correlated. We also consider one simple case of an epidemic in a structured population, that of a sexually transmitted disease in a population divided into men and women. We confirm the correctness of our exact solutions with numerical simulations of SIR epidemics on networks.
引用
收藏
页码:1 / 016128
页数:11
相关论文
共 51 条
[1]  
ABELLO J, 1998, P 6 EUR S ALG
[2]   Search in power-law networks [J].
Adamic, L.A. ;
Lukose, R.M. ;
Puniyani, A.R. ;
Huberman, B.A. .
Physical Review E - Statistical, Nonlinear, and Soft Matter Physics, 2001, 64 (4 II) :461351-461358
[3]   Statistical mechanics of complex networks [J].
Albert, R ;
Barabási, AL .
REVIEWS OF MODERN PHYSICS, 2002, 74 (01) :47-97
[4]   Internet -: Diameter of the World-Wide Web [J].
Albert, R ;
Jeong, H ;
Barabási, AL .
NATURE, 1999, 401 (6749) :130-131
[5]   Classes of small-world networks [J].
Amaral, LAN ;
Scala, A ;
Barthélémy, M ;
Stanley, HE .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2000, 97 (21) :11149-11152
[6]  
ANCEL LW, 2001, 0112078 SANT FE I
[7]  
ANDERSON R M, 1991
[8]  
BAILEY NT, 1975, MATH THEORY INFECT D
[9]  
Ball F, 1997, ANN APPL PROBAB, V7, P46
[10]   ASYMPTOTIC NUMBER OF LABELED GRAPHS WITH GIVEN DEGREE SEQUENCES [J].
BENDER, EA ;
CANFIELD, ER .
JOURNAL OF COMBINATORIAL THEORY SERIES A, 1978, 24 (03) :296-307