Growing popularity of location based services is leading to an increasing volume of mobility data. In this paper we introduce a data mining approach to the problem of predicting the next location of a moving object with a certain level of accuracy. We use apriori algorithm to build a probabilistic model of future object location. The experiments have demonstrated that our technique gives reasonably accurate prediction.