We consider a particular two dimensional model, which has a wide applica-tions in statistical signal processing and texture classifications. The method of randomly weighted bootstrap was used to derive the approximation to the distri-bution of least distance estimate in a particular two dimensional model, and it was demonstrated that the approximation is asymptoticly valid with probability one. |