Nonlinear Kalman Filtering with Reparametrization Gradients

San Gultekin, Brendan Kitts, Aaron Flores +1

We introduce a novel nonlinear Kalman filter that utilizes reparametrization gradients. The widely used parametric approximation is based on a jointly Gaussian assumption of the st…