In this paper, several new applications for subspace methods are introduced, including: (1) a subspace method used for overcoming generalization/overrtting problem for applications such as face recognition, (2) multiple subspaces constructed from the original sub-space to accommodate the inputs distorted by scaling, rotating, translating etc, and (3) a subspace framework based on which the orig...