System Π: A Native RDF Repository Based on the Hypergraph Representation for RDF Data Model

被引:6
作者
Wu, Gang [1 ]
Li, Juan-Zi [2 ]
Hu, Jian-Qiang [2 ]
Wang, Ke-Hong [2 ]
机构
[1] Southeast Univ, Sch Comp Sci & Engn, Nanjing 210096, Peoples R China
[2] Tsinghua Univ, Dept Comp Sci & Technol, Beijing 100084, Peoples R China
基金
中国国家自然科学基金;
关键词
RDF; data management; query processing; index;
D O I
10.1007/s11390-009-9265-9
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
RDF is the data interchange layer for the Semantic Web. In order to manage the increasing amount of RDF data, an RDF repository should provide not only the necessary scalability and efficiency, but also sufficient inference capabilities. Though existing RDF repositories have made progress towards these goals, there is still ample space for improving the overall performance. In this paper, we propose a native RDF repository, System Pi, to pursue a better tradeoff among system scalability, query efficiency, and inference capabilities. System Pi takes a 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 some new algebra operators. In addition, MD5 hash value of URI and schema level cache are introduced as practical implementation techniques. The results of performance evaluation on the LUBM benchmark and a real data set show that System Pi has a better combined metric value than other comparable systems.
引用
收藏
页码:652 / 664
页数:13
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