Semantic Web Journal 9(1),
pp. 25-52,
2018.
RODI: Benchmarking Relational-to-Ontology Mapping Generation Quality
Christoph Pinkel, Carsten Binnig, Ernesto Jiménez-Ruiz, Evgeny Kharlamov, Wolfgang May, Andriy Nikolov, Ana Sasa Bastinos, Martin G. Skjæveland, Alessandro Solimando, Mohsen Taheriyan, Christian Heupel, Ian Horrocks
Abstract:
Accessing and utilizing enterprise or Web data that is scattered
across multiple data sources is an important task for both
applications and users. Ontology-based data integration, where an
ontology mediates between the raw data and its consumers, is a
promising approach to facilitate such scenarios. This approach
crucially relies on useful mappings to relate the ontology and
the data, the latter being typically stored in relational
databases. A number of systems to support the construction of
such mappings have recently been developed. A generic and
effective benchmark for reliable and comparable evaluation of the
practical utility of such systems would make an important
contribution to the development of ontology-based data
integration systems and their application in practice. We have
proposed such a benchmark, called RODI. In this paper, we present
a new version of RODI, which significantly extends our previous
benchmark, and we evaluate various systems with it. RODI includes
test scenarios from the domains of scientific conferences,
geographical data, and oil and gas exploration. Scenarios are
constituted of databases, ontologies, and queries to test
expected results. Systems that compute relational-to-ontology
mappings can be evaluated using RODI by checking how well they
can handle various features of relational schemas and ontologies,
and how well the computed mappings work for query
answering. Using RODI, we conducted a comprehensive evaluation of
seven systems.
The paper is available online at
SWJ.
The paper is an extended version of the ESWC'15 paper
RODI: A Benchmark for Automatic Mapping Generation in Relational-to-Ontology Data Integration.
More information can be found on the
RODI homepage.
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