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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…

数据库 · 计算机科学 2021-09-07 Aisha Mohamed , Ghadeer Abuoda , Abdurrahman Ghanem , Zoi Kaoudi , Ashraf Aboulnaga

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

数据库 · 计算机科学 2018-02-13 Harsh Thakkar , Dharmen Punjani , Yashwant Keswani , Jens Lehmann , Sören Auer

While the Semantic Web currently can exhibit provenance information by using the W3C PROV standards, there is a "missing link" in connecting PROV to storing and querying for dynamic changes to RDF graphs using SPARQL. Solving this problem…

数据库 · 计算机科学 2014-08-06 Harry Halpin , James Cheney

Many repositories utilize the versatile RDF model to publish data. Repositories are typically distributed and geographically remote, but data are interconnected (e.g., the Semantic Web) and queried globally by a language such as SPARQL. Due…

数据库 · 计算机科学 2014-05-21 Razen Al-Harbi , Yasser Ebrahim , Panos Kalnis

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…

数据库 · 计算机科学 2021-10-14 Waqas Ali , Muhammad Saleem , Bin Yao , Aidan Hogan , Axel-Cyrille Ngonga Ngomo

Purpose: The query language GraphQL has gained significant traction in recent years. In particular, it has recently gained the attention of the semantic web and graph database communities and is now often used as a means to query knowledge…

数据库 · 计算机科学 2024-09-20 Nikolaos Karalis , Alexander Bigerl , Axel-Cyrille Ngonga Ngomo

We propose a visual query language for interactively exploring large-scale knowledge graphs. Starting from an overview, the user explores bar charts through three interactions: class expansion, property expansion, and subject/object…

数据库 · 计算机科学 2019-01-29 Oren Kalinsky , Oren Mishali , Aidan Hogan , Yoav Etsion , Benny Kimelfeld

We initiate an open-source library for the efficient analysis of temporal graphs. We consider one of the standard models of dynamic networks in which each edge has a discrete timestamp and transition time. Recently there has been a massive…

数据结构与算法 · 计算机科学 2025-08-04 Lutz Oettershagen , Petra Mutzel

The management of versioned knowledge graphs presents significant challenges, particularly in querying data across multiple versions efficiently. This paper introduces QuaQue, a key component of the ConVer-G system, which addresses this…

数据库 · 计算机科学 2026-03-20 Jey Puget Gil , Emmanuel Coquery , John Samuel , Gilles Gesquière

The combination of convolutional and recurrent neural networks is a promising framework that allows the extraction of high-quality spatio-temporal features together with its temporal dependencies, which is key for time series prediction…

In recent years, the increased need to house and process large volumes of data has prompted the need for distributed storage and querying systems. The growth of machine-readable RDF triples has prompted both industry and academia to develop…

数据库 · 计算机科学 2016-01-11 Albert Haque

Over the past few years, we have seen the emergence of large knowledge graphs combining information from multiple sources. Sometimes, this information is provided in the form of assertions about other assertions, defining contexts where…

人工智能 · 计算机科学 2024-08-07 Xinyi Pan , Daniel Hernández , Philipp Seifer , Ralf Lämmel , Steffen Staab

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…

数据库 · 计算机科学 2016-11-25 Lei Gai , Wei Chen , Zhichao Xu , Changhe Qiu , Tengjiao Wang

Deep knowledge tracing models have achieved significant breakthroughs in modeling student learning trajectories. However, these architectures require substantial training time and are prone to overfitting on datasets with short sequences.…

机器学习 · 计算机科学 2026-04-28 Mounir Lbath , Alexandre Parésy , Abdelkayoum Kaddouri , Abdelrahman Zighem , Jill-Jênn Vie

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…

数据库 · 计算机科学 2019-12-18 Gabriela Montoya , Ilkcan Keles , Katja Hose

Due to Variety, Web data come in many different structures and formats, with HTML tables and REST APIs (e.g., social media APIs) being among the most popular ones. A big subset of Web data is also characterised by Velocity, as data gets…

数据库 · 计算机科学 2020-05-25 Konstantina Bereta , George Papadakis , Manolis Koubarakis

Semantic Web technology has successfully facilitated many RDF models with rich data representation methods. It also has the potential ability to represent and store multimodal knowledge bases such as multimodal scene graphs. However, most…

数据库 · 计算机科学 2022-09-08 Yanzeng Li , Zilong Zheng , Wenjuan Han , Lei Zou

Relational and noSQL storages are developed for the fast processing of the large data sets having a stable structure, while the ontologies are used to rep-resent complex and dynamic sets of information of a limited size. In the in-dustrial…

数据库 · 计算机科学 2021-03-10 Sergey Gorshkov , Alexander Grebeshkov , Roman Shebalov

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…

数据库 · 计算机科学 2021-12-17 Olaf Hartig , Bryan Thompson

Conversational question answering (ConvQA) is a convenient means of searching over RDF knowledge graphs (KGs), where a prevalent approach is to translate natural language questions to SPARQL queries. However, SPARQL has certain…

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