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.