Note

This is actually a great oversimplification, since we have ignored sparsity issues. The original term-by-document matrix A, although large, is very sparse. On the other hand, the truncated SVD matrices U_k and V_k, although smaller in size, are generally completely dense. Thus storage savings may not be significant -- and may be possibly worse for small examples -- when sparse storage schemes are used.