In this paper we are interested in link key selection in RDF datasets. A link key is used to find identity links between two entities in the web of data. Such pair of entities determines a pair of classes which in turn can guide the selection link key of better quality. For this purpose, we propose an algorithm for selecting link keys based on adapted quality measures. Finally, experiments on different data sets show the potential and the effectiveness of the algorithm.