LSI begins with an n term by m document matrix E and rewrites it as the product of 3 matrices:
is an 
orthonormal matrix ( 
) of terms,
is an 
orthonormal matrix ( 
) of documents,
is a 
diagonal matrix of singular values,
is the best possible rank
k approximation of E.
