\chapter{Matrix Factorization Methods}  
\label{chap:svd} 

SHOW THE CODE FOR USING IT IN OUR 3 METHODS

GIVE A SIMPLE MATH DERIVATION OF VALUE OF IT, E.G. FOR SMALL N-I