The comprehensive evaluation of the performance a recommender system is complex endeavor: many facets need to be considered in configuring an adequate and effective setting. Such include, for instance, defining specific goals evaluation, choosing method, underlying data, suitable metrics. In this article, we consolidate systematically organize dispersed knowledge on systems evaluation. We intro...