Maximum Likelihood Recursive State Estimation using the Expectation Maximization Algorithm

Mohammad S. Ramadan, Robert R. Bitmead

A Maximum Likelihood recursive state estimator is derived for non-linear and non-Gaussian state-space models. The estimator combines a particle filter to generate the conditional d…