Title :
ART Lab infrastructure for semantic Big Data processing
Author :
Fiorelli, Manuel ; Pazienza, Maria Teresa ; Stellato, A. ; Turbati, Andrea
Author_Institution :
Dept. of Enterprise Eng. (DII), ART Res. Group, Univ. of Rome "Tor Vergata", Rome, Italy
Abstract :
In this paper we briefly describe the ART Lab infrastructure for semantic Big Bata processing. Our most relevant contribution is the definition of an architecture supporting ontology development driven by knowledge acquired from heterogeneous resources, such as documents and web pages. The overall perspective is to propose a gluing architecture driving and supporting the entire flow of information, from data acquisition from external heterogeneous resources to their exploitation for RDF triplification. In such an architecture, the unstructured content analysis capabilities of frameworks such as UIMA are integrated in a coordinated environment supporting the processing, transformation and projection of produced metadata into RDF semantic repositories, which are managed by Semantic Turkey, our platform for Knowledge Acquisition and Management. Further contributions relate to the possibility of easily managing high dimension repositories (e.g., thesauri, vocabularies, etc.), and supporting end users for sharing the “logics” under the reasoning processes!
Keywords :
Big Data; Web sites; data acquisition; knowledge acquisition; ontologies (artificial intelligence); semantic Web; ART lab infrastructure; RDF semantic repository; RDF triplification; Semantic Turkey; UIMA; Web pages; architecture supporting ontology development; coordinated environment; data acquisition; gluing architecture; heterogeneous resource; knowledge acquisition and management; reasoning process; relevant contribution; semantic Big Data processing; unstructured content analysis capability; Big data; Knowledge acquisition; Ontologies; Resource description framework; Semantics; Subspace constraints; Vocabulary; architecture; big data; semantic processing;
Conference_Titel :
High Performance Computing & Simulation (HPCS), 2014 International Conference on
Conference_Location :
Bologna
Print_ISBN :
978-1-4799-5312-7
DOI :
10.1109/HPCSim.2014.6903704