Sharkey K J, Kiss I Z, Wilkinson R R, Simon P L
Department of Mathematical Sciences, University of Liverpool, Liverpool, L69 7ZL, UK,
Bull Math Biol. 2015 Apr;77(4):614-45. doi: 10.1007/s11538-013-9923-5. Epub 2013 Dec 18.
We consider Markovian susceptible-infectious-removed (SIR) dynamics on time-invariant weighted contact networks where the infection and removal processes are Poisson and where network links may be directed or undirected. We prove that a particular pair-based moment closure representation generates the expected infectious time series for networks with no cycles in the underlying graph. Moreover, this "deterministic" representation of the expected behaviour of a complex heterogeneous and finite Markovian system is straightforward to evaluate numerically.
我们考虑时不变加权接触网络上的马尔可夫易感-感染-移除(SIR)动力学,其中感染和移除过程为泊松过程,且网络链接可以是有向的或无向的。我们证明,一种特定的基于对的矩封闭表示生成了基础图中无环网络的预期感染时间序列。此外,这种复杂的异构有限马尔可夫系统预期行为的“确定性”表示在数值上易于评估。