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:
Yahoo Res, Microecon & Social Syst, New York, NY 10018 USAYahoo Res, Microecon & Social Syst, New York, NY 10018 USA
Goel, Sharad
Salganik, Matthew J.
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机构:
Princeton Univ, Dept Sociol, Princeton, NJ 08544 USA
Princeton Univ, Off Populat Res, Princeton, NJ 08544 USAYahoo Res, Microecon & Social Syst, New York, NY 10018 USA
机构:
London Sch Hyg & Trop Med, Dept Infect Dis Epidemiol, Fac Epidemiol & Populat Hlth, London WC1, EnglandLondon Sch Hyg & Trop Med, Dept Infect Dis Epidemiol, Fac Epidemiol & Populat Hlth, London WC1, England
McCreesh, Nicky
Frost, Simon D. W.
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Univ Cambridge, Dept Vet Med, Cambridge CB2 1TN, EnglandLondon Sch Hyg & Trop Med, Dept Infect Dis Epidemiol, Fac Epidemiol & Populat Hlth, London WC1, England
Frost, Simon D. W.
Seeley, Janet
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London Sch Hyg & Trop Med, Dept Infect Dis Epidemiol, Fac Epidemiol & Populat Hlth, London WC1, England
MRC UVRI Uganda Res Unit AIDS, Entebbe, Uganda
Univ E Anglia, Sch Int Dev, Norwich NR4 7TJ, Norfolk, EnglandLondon Sch Hyg & Trop Med, Dept Infect Dis Epidemiol, Fac Epidemiol & Populat Hlth, London WC1, England
Seeley, Janet
Katongole, Joseph
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MRC UVRI Uganda Res Unit AIDS, Entebbe, UgandaLondon Sch Hyg & Trop Med, Dept Infect Dis Epidemiol, Fac Epidemiol & Populat Hlth, London WC1, England
Katongole, Joseph
Tarsh, Matilda N.
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MRC UVRI Uganda Res Unit AIDS, Entebbe, UgandaLondon Sch Hyg & Trop Med, Dept Infect Dis Epidemiol, Fac Epidemiol & Populat Hlth, London WC1, England
Tarsh, Matilda N.
Ndunguse, Richard
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MRC UVRI Uganda Res Unit AIDS, Entebbe, UgandaLondon Sch Hyg & Trop Med, Dept Infect Dis Epidemiol, Fac Epidemiol & Populat Hlth, London WC1, England
Ndunguse, Richard
Jichi, Fatima
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London Sch Hyg & Trop Med, Dept Med Stat, Fac Epidemiol & Populat Hlth, London WC1, England
Kings Coll London, Inst Psychiat, Dept Biostat, London, EnglandLondon Sch Hyg & Trop Med, Dept Infect Dis Epidemiol, Fac Epidemiol & Populat Hlth, London WC1, England
Jichi, Fatima
Lunel, Natasha L.
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London Sch Hyg & Trop Med, Dept Infect Dis Epidemiol, Fac Epidemiol & Populat Hlth, London WC1, EnglandLondon Sch Hyg & Trop Med, Dept Infect Dis Epidemiol, Fac Epidemiol & Populat Hlth, London WC1, England
Lunel, Natasha L.
Maher, Dermot
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MRC UVRI Uganda Res Unit AIDS, Entebbe, UgandaLondon Sch Hyg & Trop Med, Dept Infect Dis Epidemiol, Fac Epidemiol & Populat Hlth, London WC1, England
Maher, Dermot
Johnston, Lisa G.
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机构:
Tulane Univ, Sch Publ Hlth & Trop Med, Dept Int Hlth & Dev, Ctr Global Hlth Equ, New Orleans, LA USALondon Sch Hyg & Trop Med, Dept Infect Dis Epidemiol, Fac Epidemiol & Populat Hlth, London WC1, England
Johnston, Lisa G.
Sonnenberg, Pam
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机构:
UCL, Res Dept Infect & Populat Hlth, London WC1E 6BT, EnglandLondon Sch Hyg & Trop Med, Dept Infect Dis Epidemiol, Fac Epidemiol & Populat Hlth, London WC1, England
Sonnenberg, Pam
Copas, Andrew J.
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UCL, Res Dept Infect & Populat Hlth, London WC1E 6BT, EnglandLondon Sch Hyg & Trop Med, Dept Infect Dis Epidemiol, Fac Epidemiol & Populat Hlth, London WC1, England
Copas, Andrew J.
Hayes, Richard J.
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London Sch Hyg & Trop Med, Dept Infect Dis Epidemiol, Fac Epidemiol & Populat Hlth, London WC1, EnglandLondon Sch Hyg & Trop Med, Dept Infect Dis Epidemiol, Fac Epidemiol & Populat Hlth, London WC1, England
Hayes, Richard J.
White, Richard G.
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London Sch Hyg & Trop Med, Dept Infect Dis Epidemiol, Fac Epidemiol & Populat Hlth, London WC1, EnglandLondon Sch Hyg & Trop Med, Dept Infect Dis Epidemiol, Fac Epidemiol & Populat Hlth, London WC1, England