The Kalman filter is the optimal recursive filter, although its optimality can only be claimed under the Gaussian noise environment. In this paper, we consider the problem of recursive filtering with non-Gaussian noises. One of the most promising schemes, which was proposed by Masreliez, uses the nonlinear score function as the correction term in the state estimate. Unfortunately, the score fun...