Not Everybody Speaks RDF: Knowledge Conversion between Different Data Representations
Authors/Creators
Description
Paper accepted for publication at the 5th International Workshop On Knowledge Graph Construction co-located with the ESWC 2024.
Abstract: Knowledge representation in RDF guarantees shared semantics and enables interoperability in data exchanges. Various approaches have been proposed for RDF knowledge graph construction, with declarative mapping languages emerging as the most reliable and reproducible solutions. However, not all information systems can understand and process data encoded as RDF. In these scenarios, to guarantee seamless communication there is a need for a further conversion of RDF graphs to one or more target data formats and models. Existing solutions for the declarative lifting of data to RDF are not able to effectively support knowledge conversion towards a generic output.
Based on an examination of existing mapping languages and processors for RDF knowledge graph construction, we define a reference workflow supporting a knowledge conversion process between different data representations.
The proposed workflow is validated by the mapping-template tool, an open-source implementation based on a popular template engine. The template-based mapping language enables the definition of mappings without requiring prior knowledge of RDF and provides flexibility for the target output. The tool is evaluated qualitatively, considering common challenges in the declarative specification of mappings, and quantitatively, considering performance and scalability.
Paper published by CEUR-WS.org available at: https://ceur-ws.org/Vol-3718/paper3.pdf
Slides of the presentation are available in the uploaded files.
Files
[KGCW] Not Everybody Speaks RDF.pdf
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Additional details
Identifiers
- Other
- https://ceur-ws.org/Vol-3718/paper3.pdf
Funding
Software
- Repository URL
- https://github.com/cefriel/mapping-template
- Programming language
- Java
- Development Status
- Active