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Related papers: Mapping RDF Graphs to Property Graphs

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How can we maximize the value of accumulated RDF data? Whereas the RDF data can be queried using the SPARQL language, even the SPARQL-based operation has a limitation in implementing traversal or analytical algorithms. Recently, a variety…

Databases · Computer Science 2022-03-15 Hirokazu Chiba , Ryota Yamanaka , Shota Matsumoto

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

In this paper, we introduce AutoRDF2GML, a framework designed to convert RDF data into data representations tailored for graph machine learning tasks. AutoRDF2GML enables, for the first time, the creation of both content-based features --…

Machine Learning · Computer Science 2024-07-29 Michael Färber , David Lamprecht , Yuni Susanti

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

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

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

Knowledge graphs have become popular over the past decade and frequently rely on the Resource Description Framework (RDF) or Property Graph (PG) databases as data models. However, the query languages for these two data models -- SPARQL for…

Databases · Computer Science 2018-01-30 Harsh Thakkar , Dharmen Punjani , Jens Lehmann , Sören Auer

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

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

RDF triplestores and property graph databases are two approaches for data management which are based on modeling, storing, and querying graph-like data. In spite of such common principles, they present special features that complicate the…

Databases · Computer Science 2020-06-05 Renzo Angles , Harsh Thakkar , Dominik Tomaszuk

Resource Description Framework (RDF) and Property Graph (PG) are the two most commonly used data models for representing, storing, and querying graph data. We present Expressive Reasoning Graph Store (ERGS) -- a graph store built on top of…

Artificial Intelligence · Computer Science 2022-09-14 Sumit Neelam , Udit Sharma , Sumit Bhatia , Hima Karanam , Ankita Likhyani , Ibrahim Abdelaziz , Achille Fokoue , L. V. Subramaniam

RDF has seen increased adoption in recent years, prompting the standardization of the SPARQL query language for RDF, and the development of local and distributed engines for processing SPARQL queries. This survey paper provides a…

Databases · Computer Science 2021-10-14 Waqas Ali , Muhammad Saleem , Bin Yao , Aidan Hogan , Axel-Cyrille Ngonga Ngomo

Although a few approaches are proposed to convert relational databases to graphs, there is a genuine lack of systematic evaluation across a wider spectrum of databases. Recognising the important issue of query mapping, this paper proposes…

Databases · Computer Science 2023-10-27 Ziyu Zhao , Wei Liu , Tim French , Michael Stewart

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

The scalability and exibility of Resource Description Framework(RDF) model make it ideally suited for representing online social networks(OSN). One basic operation in OSN is to find chains of relations,such as k-Hop friends. Property path…

Databases · Computer Science 2016-11-25 Lei Gai , Wei Chen , Zhichao Xu , Changhe Qiu , Tengjiao Wang

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

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

Although SPARQL has been the predominant query language over RDF graphs, some query intentions cannot be well captured by only using SPARQL syntax. On the other hand, the keyword search enjoys widespread usage because of its intuitive way…

Databases · Computer Science 2014-12-02 Peng Peng , Lei Zou , Dongyan Zhao

This work is done as part of a research master's thesis project. The goal is to generate SPARQL queries based on user-supplied keywords to query RDF graphs. To do this, we first transformed the input ontology into an RDF graph that reflects…

Databases · Computer Science 2020-06-05 Emna Jabri

Resource Description Framework (RDF) has been widely used to represent information on the web, while SPARQL is a standard query language to manipulate RDF data. Given a SPARQL query, there often exist many joins which are the bottlenecks of…

Databases · Computer Science 2018-07-23 Xiaowang Zhang , Mingyue Zhang , Peng Peng , Jiaming Song , Zhiyong Feng , Lei Zou
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