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Over the past years there has been a growing literature on Bayesian inference of state space models, focusing on multivariate models as well as on non-linear and non-Gaussian models. Th is essentially self-contained and includes a chapter summarising the prerequisites in undergraduate linear algebra, probability and statistics.
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