Exponentially weighted estimands and the exponential family: Filtering, prediction and smoothing

Simon Donker van Heel, Neil Shephard

We propose using a discounted version of a convex combination of the log-likelihood with the corresponding expected log-likelihood such that when they are maximized they yield a fi…