Let X denote a set of all non-negative integers and P(X) be its power set. A weak integer additive set-labeling (WIASL) of a graph G is an injective set-valued function f :is the sumset of f (u) and f (v). The sparing number of a WIASL-graph G is the minimum required number of edges in G having singleton set-labels. In this paper, we discuss an algorithm for finding the sparing number of arbitrary graphs.