# Nonnegative matrix factorization

### From Wikimization

Given rank-2 nonnegative matrix

find a nonnegative factorization by solving

which follows from the fact, at optimality,

Use the known closed-form solution for a direction vector to regulate rank (rank constraint is replaced) by convex iteration;

set to an ordered diagonalization and , then