摘要: The usage of RDF to expose semantic data has increased dramatically over the recent years. Nowadays, datasets are so big and interconnected their management have significant scalability problems. HDT is a compact representation aiming minimize space consumption while providing retrieval features. Nonetheless, generation from traditional formats expensive in terms resources processing time. This work introduces MapReduce, framework for distributed large quantities, serialize huge into HDT, analyzes improvements both time against prior mono-node processes.
参考文章(90)
Nick Gibbins, mc schraefel, Alisdair Owens, Andy Seaborne, Clustered TDB: A Clustered Triple Store for Jena s.n.. ,(2008)
Padmashree Ravindra, HyeongSik Kim, Kemafor Anyanwu, An Intermediate Algebra for Optimizing RDF Graph Pattern Matching on MapReduce The Semanic Web: Research and Applications. pp. 46- 61 ,(2011) , 10.1007/978-3-642-21064-8_4
HyeongSik Kim, Padmashree Ravindra, Kemafor Anyanwu, Optimizing RDF(S) queries on cloud platforms the web conference. pp. 261- 264 ,(2013) , 10.1145/2487788.2487917
Chang Liu, Guilin Qi, Haofen Wang, Yong Yu, Large scale fuzzy pD* reasoning using mapreduce international semantic web conference. pp. 405- 420 ,(2011) , 10.1007/978-3-642-25073-6_26
Rini T. Kaushik, Milind Bhandarkar, GreenHDFS: towards an energy-conserving, storage-efficient, hybrid Hadoop compute cluster international conference on power aware computing and systems. pp. 1- 9 ,(2010)
Ivan Ermilov, Michael Martin, Jens Lehmann, Sören Auer, Linked Open Data Statistics: Collection and Exploitation International Conference on Knowledge Engineering and the Semantic Web. pp. 242- 249 ,(2013) , 10.1007/978-3-642-41360-5_19
José M. Giménez-García, Javier D. Fernández, Miguel A. Martínez-Prieto, HDT-MR: A Scalable Solution for RDF Compression with HDT and MapReduce european semantic web conference. pp. 253- 268 ,(2015) , 10.1007/978-3-319-18818-8_16
Kurt Keutzer, Narayanan Sundaram, Bryan Catanzaro, A map reduce framework for programming graphics processors hgpu.org. ,(2010)
Antonio Hernandez-Illera, Miguel A. Martinez-Prieto, Javier D. Fernandez, Serializing RDF in Compressed Space data compression conference. pp. 363- 372 ,(2015) , 10.1109/DCC.2015.16
Michael C. Daconta, Leo J. Obrst, Kevin T. Smith, The Semantic Web: A Guide to the Future of XML, Web Services and Knowledge Management ,(2003)