Bridging graph data models: RDF, RDF-star, and property graphs as directed acyclic graphs

04/25/2023
by   Ewout Gelling, et al.
0

Graph database users today face a choice between two technology stacks: the Resource Description Framework (RDF), on one side, is a data model with built-in semantics that was originally developed by the W3C to exchange interconnected data on the Web; on the other side, Labeled Property Graphs (LPGs) are geared towards efficient graph processing and have strong roots in developer and engineering communities. The two models look at graphs from different abstraction layers (triples in RDF vs. edges connecting vertices with inlined properties in LPGs), expose - at least at the surface - distinct features, come with different query languages, and are embedded into their own software ecosystems. In this short paper, we introduce a novel unifying graph data model called Statement Graphs, which combines the traits of both RDF and LPG and achieves interoperability at different levels: it (a) provides the ability to manage RDF and LPG data as a single, interconnected graph, (b) supports querying over the integrated graph using any RDF or LPG query language, while (c) clearing the way for graph stack independent data exchange mechanisms and formats. We formalize our new model as directed acyclic graphs and sketch a system of bidirectional mappings between RDF, LPGs, and Statement Graphs. Our mappings implicitly define read query semantics for RDF and LPGs query languages over the unified data model, thus providing graph users with the flexibility to use the query language of their choice for their graph use cases. As a proof of concept for our ideas, we also present the 1G Playground; an in-memory DBMS built on the concepts of Statement Graphs, which facilitates storage of both RDF and LPG data, and allows for cross-model querying using both SPARQL and Gremlin.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
10/26/2021

Graph? Yes! Which one? Help!

Amazon Neptune is a graph database service that supports two graph (meta...
research
12/04/2019

Direct Mappings between RDF and Property Graph Databases

Resource Description Framework (RDF) triplestores and Property Graph (PG...
research
09/10/2020

GeoSPARQL+: Syntax, Semantics and System for Integrated Querying of Graph, Raster and Vector Data – Technical Report

We introduce an approach to semantically represent and query raster data...
research
10/12/2017

V1: A Visual Query Language for Property Graphs

V1 is a declarative visual query language for schema-based property grap...
research
05/11/2020

Towards a Decentralized Digital Engineering Assets Marketplace: Empowered by Model-based Systems Engineering and Distributed Ledger Technology

Model-based Systems Engineering (MBSE) has been widely utilized to forma...
research
12/19/2018

Beyond Roll-Up's and Drill-Down's: An Intentional Analytics Model to Reinvent OLAP (long-version)

This paper structures a novel vision for OLAP by fundamentally redefinin...
research
02/27/2018

Formal Semantics of the Language Cypher

Cypher is a query language for property graphs. It was originally design...

Please sign up or login with your details

Forgot password? Click here to reset