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In graph data applications, data is primarily maintained using two models: RDF (Resource Description Framework) and property graph. The property graph model is widely adopted by industry, leading to property graph databases generally…

Databases · Computer Science 2023-04-04 Zihao Zhao , Xiaodong Ge , Zhihong Shen

Both the notion of Property Graphs (PG) and the Resource Description Framework (RDF) are commonly used models for representing graph-shaped data. While there exist some system-specific solutions to convert data from one model to the other,…

Databases · Computer Science 2014-11-14 Olaf Hartig

RDF and property graph models have many similarities, such as using basic graph concepts like nodes and edges. However, such models differ in their modeling approach, expressivity, serialization, and the nature of applications. RDF is the…

Databases · Computer Science 2022-10-13 Ghadeer Abuoda , Daniele Dell'Aglio , Arthur Keen , Katja Hose

Knowledge graphs represented as RDF datasets are integral to many machine learning applications. RDF is supported by a rich ecosystem of data management systems and tools, most notably RDF database systems that provide a SPARQL query…

Databases · Computer Science 2021-09-07 Aisha Mohamed , Ghadeer Abuoda , Abdurrahman Ghanem , Zoi Kaoudi , Ashraf Aboulnaga

Increasing amounts of scientific and social data are published in the Resource Description Framework (RDF). Although the RDF data can be queried using the SPARQL language, even the SPARQL-based operation has a limitation in implementing…

Databases · Computer Science 2018-12-06 Shota Matsumoto , Ryota Yamanaka , Hirokazu Chiba

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…

Databases · Computer Science 2023-04-27 Ewout Gelling , George Fletcher , Michael Schmidt

In recent years, the Graph Model has become increasingly popular, especially in the application domain of social networks. The model has been semantically augmented with properties and labels attached to the graph elements. It is difficult…

Databases · Computer Science 2023-08-15 Fritz Laux

With the adoption of RDF as the data model for Linked Data and the Semantic Web, query specification from end- users has become more and more common in SPARQL end- points. In this paper, we conduct an in-depth analytical study of the…

Databases · Computer Science 2017-08-02 Angela Bonifati , Wim Martens , Thomas Timm

This document defines extensions of the RDF data model and of the SPARQL query language that capture an alternative approach to represent statement-level metadata. While this alternative approach is backwards compatible with RDF reification…

Databases · Computer Science 2021-12-17 Olaf Hartig , Bryan Thompson

Amazon Neptune is a graph database service that supports two graph (meta)models: W3C's Resource Description Framework (RDF) and Labeled Property Graphs (LPG). Customers opt in for one or the other model, and this choice determines which…

In recent years, the Graph Model has become increasingly popular, especially in the application domain of social networks. The model has been semantically augmented with properties and labels attached to the graph elements. It is difficult…

Databases · Computer Science 2021-10-05 Fritz Laux

The adoption of Semantic Web technologies, and in particular the Open Data initiative, has contributed to the steady growth of the number of datasets and triples accessible on the Web. Most commonly, queries over RDF data are evaluated over…

Databases · Computer Science 2019-12-18 Gabriela Montoya , Ilkcan Keles , Katja Hose

The ISO standard Property Graph model has become increasingly popular for representing complex, interconnected data. However, it lacks native support for querying metadata and reification, which limits its abilities to deal with the demands…

Databases · Computer Science 2025-12-16 Sepehr Sadoughi , Nikolay Yakovets , George Fletcher

We survey foundational features underlying modern graph query languages. We first discuss two popular graph data models: edge-labelled graphs, where nodes are connected by directed, labelled edges; and property graphs, where nodes and edges…

Databases · Computer Science 2017-06-19 Renzo Angles , Marcelo Arenas , Pablo Barcelo , Aidan Hogan , Juan Reutter , Domagoj Vrgoc

Property graphs constitute data models for representing knowledge graphs. They allow for the convenient representation of facts, including facts about facts, represented by triples in subject or object position of other triples. Knowledge…

Databases · Computer Science 2023-07-14 Philipp Seifer , Ralf Lämmel , Steffen Staab

The ability of the RDF data model to link data from heterogeneous domains has led to an explosive growth of RDF data. So, evaluating SPARQL queries over large RDF data has been crucial for the semantic web community. However, due to the…

Databases · Computer Science 2017-01-12 Besat Kassaie

The Spatial Knowledge Graphs (SKG) are experiencing growing adoption as a means to model real-world entities, proving especially invaluable in domains like crisis management and urban planning. Considering that RDF specifications offer…

Artificial Intelligence · Computer Science 2024-11-05 Amin Anjomshoaa , Hannah Schuster , Axel Polleres

Semantic Web, and its underlying data format RDF, lend themselves naturally to navigational querying due to their graph-like structure. This is particularly evident when considering RDF data on the Web, where various separately published…

Databases · Computer Science 2017-03-16 Jorge Baier , Dietrich Daroch , Juan Reutter , Domagoj Vrgoč

Linked Data and labelled property graphs (LPG) are two data management approaches with complementary strengths and weaknesses, making their integration beneficial for sharing datasets and supporting software ecosystems. In this paper, we…

Databases · Computer Science 2025-05-26 Marco Brandizi , Carlos Bobed , Luca Garulli , Arné de Klerk , Keywan Hassani-Pak

Graphs are a natural and fundamental representation of describing the activities, relationships, and evolution of various complex systems. Many domains such as communication, citation, procurement, biology, social media, and transportation…

Databases · Computer Science 2020-09-28 Sumit Purohit , Nhuy Van , George Chin
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