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The vision of the Semantic Web is becoming a reality with billions of RDF triples being distributed over multiple queryable end-points (e.g. Linked Data). Although there has been a body of work on RDF triples persistent storage, it seems…

Databases · Computer Science 2013-07-01 Olivier Curé , David Faye , Guillaume Blin

Record linkage is an essential part of nearly all real-world systems that consume structured and unstructured data coming from different sources. Typically no common key is available for connecting records. Massive data cleaning and data…

Databases · Computer Science 2019-09-30 Thomas Gschwind , Christoph Miksovic , Julian Minder , Katsiaryna Mirylenka , Paolo Scotton

Federated data processing (FDP) offers a promising approach for enabling collaborative analysis of sensitive data without centralizing raw datasets. However, real-world adoption remains limited due to the complexity of managing…

Software Engineering · Computer Science 2026-04-07 Natallia Kokash , Adam Belloum , Paola Grosso

As the role of knowledge-based systems in IoT keeps growing, ensuring resource efficiency of RDF stores becomes critical. However, up until now benchmarks of RDF stores were most often conducted with only one dataset, and the differences…

Databases · Computer Science 2024-08-29 Piotr Sowinski , Anh Le-Tuan , Pawel Szmeja , Maria Ganzha

Knowledge graphs enable a wide variety of applications, including question answering and information retrieval. Despite the great effort invested in their creation and maintenance, even the largest (e.g., Yago, DBPedia or Wikidata) remain…

Machine Learning · Statistics 2017-10-30 Michael Schlichtkrull , Thomas N. Kipf , Peter Bloem , Rianne van den Berg , Ivan Titov , Max Welling

With the increasing adoption and growth of the Linked Open Data cloud [9], with RDFa, Microformats and other ways of embedding data into ordinary Web pages, and with initiatives such as schema.org, the Web is currently being complemented…

Databases · Computer Science 2016-01-08 Jeremy Debattista , Christoph Lange , Sören Auer

In this paper we introduce a Platform created in order to support SMEs' endeavor to extract value from their intangible assets effectively. To implement the Platform, we developed five knowledge bases using a knowledge-based ex-pert system…

Computers and Society · Computer Science 2025-04-15 Viktor Dorfler , Dylan Dryden , Viet Lee

The recent advancements of the Semantic Web and Linked Data have changed the working of the traditional web. There is significant adoption of the Resource Description Framework (RDF) format for saving of web-based data. This massive…

Databases · Computer Science 2020-09-24 Waqas Ali , Muhammad Saleem , Bin Yao , Aidan Hogan , Axel-Cyrille Ngonga Ngomo

This contribution argues that Reddit, as a massive, categorized, open-access dataset, is a useful data source, for "almost any topic". Hence, it can be used in data science, e.g. for knowledge exploration. This statement is backed-up with…

Information Retrieval · Computer Science 2024-10-15 Jan Sawicki , Maria Ganzha , Marcin Paprzycki , Amelia Bădică

Benefiting from high-quality datasets and standardized evaluation metrics, machine learning (ML) has achieved sustained progress and widespread applications. However, while applying machine learning to relational databases (RDBs), the…

Machine Learning · Computer Science 2023-10-31 Zizhao Zhang , Yi Yang , Lutong Zou , He Wen , Tao Feng , Jiaxuan You

Large public knowledge graphs, like Wikidata, contain billions of statements about tens of millions of entities, thus inspiring various use cases to exploit such knowledge graphs. However, practice shows that much of the relevant…

Artificial Intelligence · Computer Science 2022-08-09 Bohui Zhang , Filip Ilievski , Pedro Szekely

The rise of the programmable web offers new opportunities for the empirically driven social sciences. The access, compilation and preparation of data from the programmable web for statistical analysis can, however, involve substantial…

Computation · Statistics 2016-07-20 Ulrich Matter

The exponential increase of availability of digital data and the necessity to process it in business and scientific fields has literally forced upon us the need to analyze and mine useful knowledge from it. Traditionally data mining has…

Databases · Computer Science 2012-05-16 Rekha Sunny T , Sabu M. Thampi

Linking Data initiatives have fostered the publication of large number of RDF datasets in the Linked Open Data (LOD) cloud, as well as the development of query processing infrastructures to access these data in a federated fashion. However,…

Databases · Computer Science 2016-03-29 Sidra Faisal , Kemele M. Endris , Saeedeh Shekarpour , Sören Auer

Cloud-based distributed databases are a popular choice for many current applications, especially those that run over the Internet. By incorporating distributed database systems within cloud environments, it has enabled businesses to scale…

Databases · Computer Science 2023-01-27 Allan Vikiru , Mfadhili Muiruri , Ismail Ateya

Today's Web of Data is noisy. Linked Data often needs extensive preprocessing to enable efficient use of heterogeneous resources. While consistent and valid data provides the key to efficient data processing and aggregation we are facing…

Information Retrieval · Computer Science 2012-04-13 Magnus Knuth , Johannes Hercher , Harald Sack

Although RDF graphs have schema information associated with them, in practice it is very common to find cases in which data do not fully conform to their schema. A prominent example of this is DBpedia, which is RDF data extracted from…

The integration of Linked Open Data (LOD) content in Web pages is a challenging and sometimes tedious task for Web developers. At the same moment, most software packages for blogs, content management systems (CMS), and shop applications…

Information Retrieval · Computer Science 2015-09-02 Alex Stolz , Martin Hepp

Enterprise information systems have adopted Web-based foundations for exchanges between heterogeneous programmes. These programs provide and consume via Web APIs some resources identified by URIs, whose representations are transmitted via…

Artificial Intelligence · Computer Science 2020-07-28 Mathieu Lirzin , Béatrice Markhoff

With the proliferation of large irregular sparse relational datasets, new storage and analysis platforms have arisen to fill gaps in performance and capability left by conventional approaches built on traditional database technologies and…

Databases · Computer Science 2013-09-12 Rob McColl , David Ediger , Jason Poovey , Dan Campbell , David Bader
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