We describe a change of time technique for stochastic control problems with
unbounded control set. We demonstrate the technique on a class of maximiza
tion problems that do not have optimal controls. Given such a problem, we i
ntroduce an extended problem which has the same value function as the origi
nal problem and for which there exist optimal controls that are expressible
in simple terms. This device yields a natural sequence of suboptimal contr
ols for the original problem. By this we mean a sequence of controls for wh
ich the payoff functions approach the value function.