Stochastic epidemic model;
respondent-driven sampling;
configuration model;
Reed-Frost;
SIR EPIDEMICS;
RANDOM GRAPHS;
NETWORK;
POINT;
D O I:
10.1017/jpr.2016.17
中图分类号:
O21 [概率论与数理统计];
C8 [统计学];
学科分类号:
020208 ;
070103 ;
0714 ;
摘要:
Respondent-driven sampling (RDS) is frequently used when sampling from hidden populations. In RDS, sampled individuals pass on participation coupons to at most c of their acquaintances in the community (c = 3 being a common choice). If these individuals choose to participate, they in turn pass coupons on to their acquaintances, and so on. The process of recruiting is shown to behave like a new Reed-Frost-type network epidemic, in which `becoming infected' corresponds to study participation. We calculate R-0, the probability of a major `outbreak', and the relative size of a major outbreak for c < infinity in the limit of infinite population size and compare to the standard Reed-Frost epidemic. Our results indicate that c should often be chosen larger than in current practice.
机构:
Escuela Super Politecn Chimborazo ESPOCH, Fac Ciencias, Riobamba 060155, EcuadorEscuela Super Politecn Chimborazo ESPOCH, Fac Ciencias, Riobamba 060155, Ecuador
Mullo, Hector
Sanchez-Borrego, Ismael
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机构:
Univ Granada, Dept Stat & Operat Res, Granada 18071, SpainEscuela Super Politecn Chimborazo ESPOCH, Fac Ciencias, Riobamba 060155, Ecuador
Sanchez-Borrego, Ismael
Pasadas-del-Amo, Sara
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机构:
Inst Estudios Sociales Avanzados, Spanish Natl Res Council IESA CSIC, Cordoba 14004, SpainEscuela Super Politecn Chimborazo ESPOCH, Fac Ciencias, Riobamba 060155, Ecuador
机构:
Ctr Dis Control & Prevent, Natl Ctr HIV AIDS Viral Hepatitis STD & TB Preven, Atlanta, GA 30333 USACtr Dis Control & Prevent, Natl Ctr HIV AIDS Viral Hepatitis STD & TB Preven, Atlanta, GA 30333 USA
Semaan, Salaam
Heckathorn, Douglas D.
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机构:
Cornell Univ, Ithaca, NY USACtr Dis Control & Prevent, Natl Ctr HIV AIDS Viral Hepatitis STD & TB Preven, Atlanta, GA 30333 USA
Heckathorn, Douglas D.
Jarlais, Don C. Des
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机构:
Beth Israel Deaconess Med Ctr, New York, NY 10003 USACtr Dis Control & Prevent, Natl Ctr HIV AIDS Viral Hepatitis STD & TB Preven, Atlanta, GA 30333 USA
Jarlais, Don C. Des
Garfein, Richard S.
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机构:
Univ Calif San Diego, San Diego, CA 92103 USACtr Dis Control & Prevent, Natl Ctr HIV AIDS Viral Hepatitis STD & TB Preven, Atlanta, GA 30333 USA