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This project will focus on the development of Bayesian inference methods such as sequential Markov Chain Monte Carlo (MCMC) methods for filtering and smoothing of states and parameters of complex nonlinear systems. The project will also design likelihood free methods for systems with many interactions between their components. Different applications will be considered with large scale systems.
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