The role of reasoning for RDF validation

Thomas Bosch, Erman Acar, Andreas Nolle, Kai Eckert

Research output: Chapter in Book / Report / Conference proceedingConference contributionAcademicpeer-review

Abstract

For data practitioners embracing the world of RDF and Linked Data, the openness and flexibility is a mixed blessing. For them, data validation according to predefined constraints is a much sought-after feature, particularly as this is taken for granted in the XML world. Based on our work in the DCMI RDF Application Profiles Task Group and in cooperation with the W3C Data Shapes Working Group, we published by today 81 types of constraints that are required by various stakeholders for data applications. These constraint types form the basis to investigate the role that reasoning and different semantics play in practical data validation, why reasoning is beneficial for RDF validation, and how to overcome the major shortcomings when validating RDF data by performing reasoning prior to validation. For each constraint type, we examine (1) if reasoning may improve data quality, (2) how efficient in terms of runtime validation is performed with and without reasoning, and (3) if validation results depend on underlying semantics which differs between reasoning and validation. Using these findings, we determine for the most common constraint languages which constraint types they enable to express and give directions for the further development of constraint languages.

Original languageEnglish
Title of host publicationSEMANTiCS '15: Proceedings of the 11th International Conference on Semantic Systems
EditorsAxel Polleres, Sebastian Hellmann, Josiane Xavier Parreira
PublisherAssociation for Computing Machinery
Pages33-40
Number of pages8
ISBN (Electronic)9781450334624
DOIs
Publication statusPublished - Sep 2015
Event11th International Conference on Semantic Systems, SEMANTiCS 2015 - Vienna, Austria
Duration: 16 Sep 201517 Sep 2015

Publication series

NameACM International Conference Proceeding Series
Volume16-17-September-2015

Conference

Conference11th International Conference on Semantic Systems, SEMANTiCS 2015
CountryAustria
CityVienna
Period16/09/1517/09/15

Keywords

  • Data Quality
  • Linked Data
  • OWL
  • RDF Constraint Types
  • RDF Validation
  • Reasoning
  • Semantic Web

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