Abstract:Recursive Bayesian estimation using sequential Monte Carlos methods is a powerful numerical technique to understand latent dynamics of nonlinear non-Gaussian dynamical systems. It enables us to reason under uncertainty and addresses shortcomings underlying deterministic systems and control theories which do not provide su±cient means of performing analysis and design. In addition, parametric techniques such as the Kalman¯lter and its extensions, though they are computationally e±cient, do not reliably compute … Show more
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