An epidemic model on a network having two group structures with tunable overlap
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arXiv
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| Hauptverfasser: | , , |
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| Format: | Preprint |
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2024
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| _version_ | 1866912065048805376 |
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| author | Ball, Frank Britton, Tom Neal, Peter |
| author_facet | Ball, Frank Britton, Tom Neal, Peter |
| contents | A network epidemic model is studied. The underlying social network has two different types of group structures, households and workplaces, such that each individual belongs to exactly one household and one workplace. The random network is constructed such that a parameter $θ$ controls the degree of overlap between the two group structures: $θ=0$ corresponding to all household members belonging to the same workplace and $θ=1$ to all household members belonging to distinct workplaces. On the network a stochastic SIR epidemic is defined, having an arbitrary but specified infectious period distribution, with global (community), household and workplace infectious contacts. The stochastic epidemic model is analysed as the population size $n\to\infty$ with the (asymptotic) probability, and size, of a major outbreak obtained. These results are proved in greater generality than existing results in the literature by allowing for any fixed $0 \leq θ\leq 1$, a non-constant infectious period distribution, the presence or absence of global infection and potentially (asymptotically) infinite local outbreaks. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2410_06696 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | An epidemic model on a network having two group structures with tunable overlap Ball, Frank Britton, Tom Neal, Peter Probability 92D30, 60K35 (Primary) 60J80, 05C80, 91D30 (Secondary) A network epidemic model is studied. The underlying social network has two different types of group structures, households and workplaces, such that each individual belongs to exactly one household and one workplace. The random network is constructed such that a parameter $θ$ controls the degree of overlap between the two group structures: $θ=0$ corresponding to all household members belonging to the same workplace and $θ=1$ to all household members belonging to distinct workplaces. On the network a stochastic SIR epidemic is defined, having an arbitrary but specified infectious period distribution, with global (community), household and workplace infectious contacts. The stochastic epidemic model is analysed as the population size $n\to\infty$ with the (asymptotic) probability, and size, of a major outbreak obtained. These results are proved in greater generality than existing results in the literature by allowing for any fixed $0 \leq θ\leq 1$, a non-constant infectious period distribution, the presence or absence of global infection and potentially (asymptotically) infinite local outbreaks. |
| title | An epidemic model on a network having two group structures with tunable overlap |
| topic | Probability 92D30, 60K35 (Primary) 60J80, 05C80, 91D30 (Secondary) |
| url | https://arxiv.org/abs/2410.06696 |