In tactical SA, it is important for commanders to decide the temporal order of events. But imprecise observations make it diffcult to make. In this paper, hypothesis detection theory is introduced into temporal reasoning, and a new method to decide the temporal order of two events under stochastic imprecision is developed. The transitivity of the stochastic order is also discussed, which enhances the ability of describing time relation and temporal reasoning in situation assessment.