In this situation, replacing p ( x k | y 0 , ⋯ ⋯ , y k − − 1 ) d x k by the empirical measure p ^ ^ ( d x k | y 0 , ⋯ ⋯ , y k − − 1 ) in the evolution equation of the one-step optimal filter stated in (Eq. 4) we find that