The power method, also called power iteration, is an iterative procedure for approximating a dominant eigenvalue and corresponding eigenvector
of a square real matrix . Starting with a nonzero vector
, it forms
If has a unique eigenvalue
of largest absolute
value and
has a nonzero component along a corresponding eigenvector,
then the iterates converge in that direction. The convergence factor is typically
, where
is an eigenvalue of
second-largest absolute value. The dominant eigenvalue
can be estimated from the ratio