A complete solution is given to the problem of determining when a cert
ain iteration will converge to the minimum of an important type of qua
dratic functional. It is shown that convergence occurs whenever the mi
nimum exists, and that the iterates produced by the iteration will be
unbounded for every starting point if the minimum does not exist. Appl
ications are given concerning an adaptive filtering algorithm and nonh
armonic series expansions.