Christelle Garnier

Block Kalman Filter: An Asymptotic Block Particle Filter in the Linear Gaussian Case

The curse of dimensionality in particle filtering can be mitigated by approximating the posterior distribution by a product of marginals on disjoint low dimensional subspaces of the state space. One such approach is known as the block particle filter in which the correction and resampling steps in p…