The Interactive Multiple Model (IMM) algorithm is a well known multiple model technique for tracking maneuvering targets. In its design, the IMM assumes that the target transition likelihood is known a priori. However, such an assumption is violated in practice. The objective of this paper is to design a multiple model tracker without assuming any a priori knowledge about the characteristics of the target motion. The performance of the newly developed filter will be compared to an IMM tracker.