Easy and complex: new perspectives for metadata modeling using RDF-star and Named Graphs

11/29/2022
by   Florian Rupp, et al.
0

The Resource Description Framework is well-established as a lingua franca for data modeling and is designed to integrate heterogeneous data at instance and schema level using statements. While RDF is conceptually simple, data models nevertheless get complex, when complex data needs to be represented. Additional levels of indirection with intermediate resources instead of simple properties lead to higher barriers for prospective users of the data. Based on three patterns, we argue that shifting information to a meta-level can not only be used to (1) provide provenance information, but can also help to (2) maintain backwards compatibility for existing models, and to (3) reduce the complexity of a data model. There are, however, multiple ways in RDF to use a meta-level, i.e., to provide additional statements about statements. With Named Graphs, there exists a well-established mechanism to describe groups of statements. Since its inception, however, it has been hard to make statements about single statements. With the introduction of RDF-star, a new way to provide data about single statements is now available. We show that the combination of RDF-star and Named Graphs is a viable solution to express data on a meta-level and propose that this meta-level should be used as first class citizen in data modeling.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
09/22/2016

NdFluents: A Multi-dimensional Contexts Ontology

Annotating semantic data with metadata is becoming more and more importa...
research
07/13/2023

Towards a Rosetta Stone for (meta)data: Learning from natural language to improve semantic and cognitive interoperability

In order to effectively manage the overwhelming influx of data, it is cr...
research
09/15/2015

On Reasoning with RDF Statements about Statements using Singleton Property Triples

The Singleton Property (SP) approach has been proposed for representing ...
research
12/01/2015

Recommendations for the Technical Infrastructure for Standardized International Rights Statements

This white paper is the product of a joint Digital Public Library of Ame...
research
06/26/2019

Constructing Information-Lossless Biological Knowledge Graphs from Conditional Statements

Conditions are essential in the statements of biological literature. Wit...
research
01/31/2019

Decomposing Generalization: Models of Generic, Habitual, and Episodic Statements

We present a novel semantic framework for modeling linguistic expression...
research
04/11/2018

An Easy & Collaborative RDF Data Entry Method using the Spreadsheet Metaphor

Spreadsheets are widely used by knowledge workers, especially in the ind...

Please sign up or login with your details

Forgot password? Click here to reset