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- Golightly, Andrew; Bradley, Emma; Lowe, Tom; Gillespie, Colin S.
- Computational statistics & data analysis 2019 v.136 pp. 92-107
- Bayesian theory; kinetics; uncertainty
- ... The challenging problem of conducting fully Bayesian inference for the reaction rate constants governing stochastic kinetic models (SKMs) is considered. Given the challenges underlying this problem, the Markov jump process representation is routinely replaced by an approximation based on a suitable time-discretisation of the system of interest. Improving the accuracy of these schemes amounts to us ...