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Quality-Diversity (QD) algorithms have emerged as a powerful optimization paradigm with the aim of generating a set of high-quality and diverse solutions. To achieve such a challenging goal, QD algorithms require maintaining a large archive…

Machine Learning · Computer Science 2024-06-07 Ren-Jian Wang , Ke Xue , Cong Guan , Chao Qian

The Resource Description Framework (RDF) is a semantic network data model that is used to create machine-understandable descriptions of the world and is the basis of the Semantic Web. This article discusses the application of RDF to the…

Programming Languages · Computer Science 2011-05-26 Marko A. Rodriguez

A spectrum of new hardware has been studied to accelerate database systems in the past decade. Specifically, CUDA cores are known to benefit from the fast development of GPUs and make notable performance improvements. The state-of-the-art…

Databases · Computer Science 2024-12-16 Xuri Shi , Kai Zhang , X. Sean Wang , Xiaodong Zhang , Rubao Lee

Data management on GPUs has become increasingly relevant due to a tremendous rise in processing power and available GPU memory. Similar to main-memory systems, there is a need for performant GPU-resident index structures to speed up query…

Databases · Computer Science 2023-09-28 Justus Henneberg , Felix Schuhknecht

The Resource Description Framework (RDF) represents information as subject-predicate-object triples. These triples are commonly interpreted as a directed labelled graph. We propose an alternative approach, interpreting the data as a 3-way…

Databases · Computer Science 2016-09-19 Saskia Metzler , Pauli Miettinen

The number of linked data sources and the size of the linked open data graph keep growing every day. As a consequence, semantic RDF services are more and more confronted with various "big data" problems. Query processing in the presence of…

Databases · Computer Science 2015-10-13 Olivier Curé , Hubert Naacke , Tendry Randriamalala , Bernd Amann

Partial evaluation has recently been used for processing SPARQL queries over a large resource description framework (RDF) graph in a distributed environment. However, the previous approach is inefficient when dealing with complex queries.…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-02-18 Peng Peng , Lei Zou , Runyu Guan

Natural language question-answering over RDF data has received widespread attention. Although there have been several studies that have dealt with a small number of aggregate queries, they have many restrictions (i.e., interactive…

Databases · Computer Science 2018-04-27 Xin Hu , Yingting Yao , Luting Ye , Depeng Dang

Knowledge Graphs (KGs) such as Resource Description Framework (RDF) data represent relationships between various entities through the structure of triples (<subject, predicate, object>). Knowledge graph embedding (KGE) is crucial in machine…

Artificial Intelligence · Computer Science 2023-12-27 Shusaku Egami , Takanori Ugai , Masateru Oota , Kyoumoto Matsushita , Takahiro Kawamura , Kouji Kozaki , Ken Fukuda

Parallel data processing has become indispensable for processing applications involving huge data sets. This brings into focus the Graphics Processing Units (GPUs) which emphasize on many-core computing. With the advent of General Purpose…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-05-22 Poorna Banerjee , Amit Dave

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

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

The Triple Pattern Fragment (TPF) interface is a recent proposal for reducing server load in Web-based approaches to execute SPARQL queries over public RDF datasets. The price for less overloaded servers is a higher client-side load and a…

Databases · Computer Science 2016-08-31 Olaf Hartig , Carlos Buil-Aranda

Linked Data Fragments (LDFs) refer to Web interfaces that allow for accessing and querying Knowledge Graphs on the Web. These interfaces, such as SPARQL endpoints or Triple Pattern Fragment servers, differ in the SPARQL expressions they can…

Databases · Computer Science 2021-03-01 Lars Heling , Maribel Acosta

In this paper a Set Theoretic approach has been reported for analyzing inter-relationship between any numbers of RDF Graphs. An RDF Graph represents triples in Resource Description Format of semantic web. So the identification and…

Databases · Computer Science 2013-12-03 Ayan Chakraborty , Shiladitya Munshi , Debajyoti Mukhopadhyay

In the last years, a large number of RDF data sets has become available on the Web. However, due to the semi-structured nature of RDF data, missing values affect answer completeness of queries that are posed against this data. To overcome…

Databases · Computer Science 2015-03-11 Maribel Acosta , Elena Simperl , Fabian Flöck , Maria-Esther Vidal , Rudi Studer

Efficient management of RDF data plays an important role in successfully understanding and fast querying data. Although the current approaches of indexing in RDF Triples such as property tables and vertically partitioned solved many issues;…

Databases · Computer Science 2014-09-17 Awny Sayed , Amal Almaqrashi

RDF (Resource Description Framework) is a standard language to represent graph databases. Query languages for RDF databases usually include primitives to support path queries, linking pairs of vertices of the graph that are connected by a…

Databases · Computer Science 2020-04-08 Ciro M. Medeiros , Martin A. Musicante , Umberto S. Costa

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

This work details a highly efficient implementation of the 3D scale-invariant feature transform (SIFT) algorithm, for the purpose of machine learning from large sets of volumetric medical image data. The primary operations of the 3D SIFT…

Computer Vision and Pattern Recognition · Computer Science 2021-12-21 Jean-Baptiste Carluer , Laurent Chauvin , Jie Luo , William M. Wells , Ines Machado , Rola Harmouche , Matthew Toews