yes, u can By regularized SVD, which is an effective method from the domain of natural language processing..
The basis of the most popular modern singular value decomposition algorithms lies in the matrix reduction to a bidiagonal form by orthogonal transformation and its diagonalization by using an iterative QR algorithm. which can help to decrease the size of PDF size but not reduce the data so you can get same DPI resolution but on smaller size