In this paper, an approximate Gaussian state estimator is developed based on generalised polynomial chaos expansion for target tracking applications. Motivated by the fact that calculating conditional moments in filter involves computing integrals with respect to density, authors non-linear dynamics using expansion. Second-order as well third-order expansions were used filtering, derive necessa...