RT Conference Proceedings
T1 On interlinking linked data sources by using ontology matching techniques and the map-reduce framework
A1 Torre-Bastida, Ana I.
A1 Villar-Rodriguez, Esther
A1 Del Ser, Javier
A1 Camacho, David
A1 Gonzalez-Rodriguez, Marta
A2 Corchado, Emilio
A2 Quintián, Héctor
A2 Lozano, José A.
A2 Yin, Hujun
AB Interlinking different data sources has become a crucial task due to the explosion of diverse, heterogeneous information repositories in the so-called Web of Data. In this paper an approach to extract relationships between entities existing in huge Linked Data sources is presented. Our approach hinges on the Map-Reduce processing framework and context-based ontology matching techniques so as to discover the maximum number of possible relationships between entities within different data sources in an computationally efficient fashion. To this end the processing flow is composed by three Map-Reduce jobs in charge for 1) the collection of linksets between datasets; 2) context generation; and 3) construction of entity pairs and similarity computation. In order to assess the performance of the proposed scheme an exemplifying prototype is implemented between DBpedia and LinkedMDB datasets. The obtained results are promising and pave the way towards benchmarking the proposed interlinking procedure with other ontology matching systems.
PB Springer Verlag
SN 9783319108391
SN 9783319108391
SN 0302-9743
YR 2014
FD 2014
LK https://hdl.handle.net/11556/2222
UL https://hdl.handle.net/11556/2222
LA eng
NO Torre-Bastida , A I , Villar-Rodriguez , E , Del Ser , J , Camacho , D & Gonzalez-Rodriguez , M 2014 , On interlinking linked data sources by using ontology matching techniques and the map-reduce framework . in E Corchado , H Quintián , J A Lozano & H Yin (eds) , Intelligent Data Engineering and Automated Learning, IDEAL 2014 - 15th International Conference, Proceedings . Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) , vol. 8669 LNCS , Springer Verlag , pp. 53-60 , 15th International Conference on Intelligent Data Engineering and Automated Learning, IDEAL 2014 , Salamanca , Spain , 10/09/14 . https://doi.org/10.1007/978-3-319-10840-7_7
NO conference
DS TECNALIA Publications
RD 1 sept 2024