Sequential Parameter Estimation and Filtering of Stochastic Processes

The article considers problems of truncated sequential estimation of constant and variable random parameters in a Bayesian formulation. Conditions are given under which the (nonasymptotically) optimal estimation procedure is a nonsequential procedure. An optimal sequential-estimation procedure is obtained for the parameter of an exponential distribution.