Title :
System II: A Native RDF Repository Based on the Hypergraph Representation for RDF Data Model
Author :
Wu, Gang ; Li, Juanzi ; Hu, Jianqiang ; Wang, Kehong
Author_Institution :
Comput. Sci. & Technol., Tsinghua Univ., Beijing
Abstract :
In order to manage the increasing amount of RDF data, an RDF repository should provide not only necessary scalability and efficiency, but also sufficient inference capabilities. Though existing RDF repositories have made progress towards this goal, there is still ample space for improving the overall performance. In this paper, we propose a native RDF repository, System II, to pursue a better tradeoff among the system scalability, the query efficiency, and the inference capabilities. System II takes the hypergraph representation for RDF as the data model for its persistent storage, which effectively avoids the costs of data model transformation when accessing RDF data. Based on this native storage scheme, a set of efficient semantic query processing techniques are designed. First, several indices are built to accelerate RDF data access including a value index, a labeling scheme for transitive closure computation, and three triple indices. Second, we propose a hybrid inference strategy under the pD* semantics to support inference for OWL-Lite with a relatively low computational complexity. Finally, we extend the SPARQL algebra to explicitly express inference semantics in logical query plan by defining new algebra operators. The results of performance evaluation on the LUBM benchmark show that System II has a better combined metric value than the other comparable systems.
Keywords :
query processing; semantic Web; algebra operators; computational complexity; hybrid inference strategy; hypergraph representation; inference capabilities; logical query plan; query efficiency; semantic query processing techniques; system scalability; transitive closure computation; Acceleration; Algebra; Computational complexity; Costs; Data models; Labeling; Process design; Query processing; Resource description framework; Scalability; Hypergraph; RDF; Repository;
Conference_Titel :
Web-Age Information Management, 2008. WAIM '08. The Ninth International Conference on
Conference_Location :
Zhangjiajie Hunan
Print_ISBN :
978-0-7695-3185-4
Electronic_ISBN :
978-0-7695-3185-4
DOI :
10.1109/WAIM.2008.90