In this paper, we present a novel frequent generalized pattern mining algorithm, called GP-Close, for mining generalized associations from RDF metadata. To solve the overgeneralization problem encountered by existing methods, GP-Close employs the notion of generalization closure for systematic over-generalization reduction. Categories and Subject Descriptors: H.2.8 [Database Applications]: Data mining General Terms: Algorithms