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Scholarly data are largely fragmented across siloed databases with divergent metadata and missing linkages among them. We present the Science Data Lake, a locally-deployable infrastructure built on DuckDB and simple Parquet files that…

数字图书馆 · 计算机科学 2026-03-04 Jonas Wilinski

This paper presents the first framework for integrating procedural knowledge, or "know-how", into the Linked Data Cloud. Know-how available on the Web, such as step-by-step instructions, is largely unstructured and isolated from other…

人工智能 · 计算机科学 2016-04-18 Paolo Pareti , Benoit Testu , Ryutaro Ichise , Ewan Klein , Adam Barker

Graph databases (GDBs) are crucial in academic and industry applications. The key challenges in developing GDBs are achieving high performance, scalability, programmability, and portability. To tackle these challenges, we harness…

Relational databases (RDBs) are widely regarded as the gold standard for storing structured information. Consequently, predictive tasks leveraging this data format hold significant application promise. Recently, Relational Deep Learning…

机器学习 · 计算机科学 2025-12-15 Jakub Peleška , Gustav Šír

DBpedia is one of the first and most prominent nodes of the Linked Open Data cloud. It provides structured data for more than 100 Wikipedia language editions as well as Wikimedia Commons, has a mature ontology and a stable and thorough…

数据库 · 计算机科学 2015-07-16 Ali Ismayilov , Dimitris Kontokostas , Sören Auer , Jens Lehmann , Sebastian Hellmann

In the last decade, RDF emerged as a new kind of standardized data model, and a sizable body of knowledge from fields such as Information Retrieval was adapted to RDF graphs. One common task in graph databases is to define an importance…

数据库 · 计算机科学 2018-09-06 Elisa S. Menendez , Marco A. Casanova , Mohand Boughanem , Luiz André P. Paes Leme

The interdisciplinary nature of the Semantic Web and the many projects put forward by the community led to a large number of widely accepted serialization formats for RDF. Most of these RDF syntaxes have been developed out of a necessity to…

数字图书馆 · 计算机科学 2013-12-18 Alex Stolz , Bene Rodriguez-Castro , Martin Hepp

As the availability and the inter-connectivity of RDF datasets grow, so does the necessity to understand the structure of the data. Understanding the topology of RDF graphs can guide and inform the development of, e.g. synthetic dataset…

数据库 · 计算机科学 2019-07-04 Matthäus Zloch , Maribel Acosta , Daniel Hienert , Stefan Dietze , Stefan Conrad

Schema.org has experienced high growth in recent years. Structured descriptions of products embedded in HTML pages are now not uncommon, especially on e-commerce websites. The Web Data Commons (WDC) project has extracted schema.org data at…

信息检索 · 计算机科学 2020-07-29 Ravi Kiran Selvam , Mayank Kejriwal

Data Linkage is an important step that can provide valuable insights for evidence-based decision making, especially for crucial events. Performing sensible queries across heterogeneous databases containing millions of records is a complex…

数据库 · 计算机科学 2015-10-09 Mohammed Gollapalli

RDF is increasingly being used to encode data for the semantic web and for data exchange. There have been a large number of works that address RDF data management. In this paper we provide an overview of these works.

数据库 · 计算机科学 2016-01-06 M. Tamer Özsu

The proliferation of Reinforcement Learning from Verifiable Rewards (RLVR) datasets has exacerbated provenance collapse due to unclear lineage among existing datasets. To bridge this fragmented RLVR data landscape, we propose Atomic-source…

机器学习 · 计算机科学 2026-05-27 Hsiu-Yuan Huang , Weijie Liu , Chenming Tang , Sanwoo Lee , Kai Yang , Yangkun Chen , Saiyong Yang , Yunfang Wu

We introduce Stream Containers inspired by the Linked Data Platform as an alternative way to process RDF streams. A Stream Container represents a single RDF data stream that can be accessed in a resource-oriented way which allows for better…

数据库 · 计算机科学 2022-03-01 Daniel Schraudner , Andreas Harth

Nowadays, journalism is facilitated by the existence of large amounts of digital data sources, including many Open Data ones. Such data sources are extremely heterogeneous, ranging from highly struc-tured (relational databases),…

Existing data storage systems offer a wide range of functionalities to accommodate an equally diverse range of applications. However, new classes of applications have emerged, e.g., blockchain and collaborative analytics, featuring data…

The World Wide Web and the Semantic Web are designed as a network of distributed services and datasets. The distributed character of the Web brings manifold collaborative possibilities to interchange data. The commonly adopted collaborative…

数据库 · 计算机科学 2018-10-17 Natanael Arndt , Patrick Naumann , Norman Radtke , Michael Martin , Edgard Marx

Users of Web search engines reveal their information needs through queries and clicks, making click logs a useful asset for information retrieval. However, click logs have not been publicly released for academic use, because they can be too…

信息检索 · 计算机科学 2020-08-19 Nick Craswell , Daniel Campos , Bhaskar Mitra , Emine Yilmaz , Bodo Billerbeck

The RDF data model facilitates integration of diverse data available in structured and semi-structured formats. To obtain an RDF graph with a low amount of errors and internal redundancy, the chosen ontology must be consistently applied.…

数据库 · 计算机科学 2019-11-11 Jesse C. J. van Dam , Jasper J. Koehorst , Peter J. Schaap , Maria Suarez-Diez

Knowledge graph is an important cornerstone of artificial intelligence. The construction and release of large-scale knowledge graphs in various fields pose new challenges to knowledge graph data management. Due to the maturity and…

数据库 · 计算机科学 2020-10-23 Lei Zheng , Ziming Shen , Hongzhi Wang

RDF has become very popular for semantic data publishing due to its flexible and universal graph-like data model. Yet, the ever-increasing size of RDF data collections makes it more and more infeasible to store and process them on a single…

数据库 · 计算机科学 2016-01-28 Alexander Schätzle , Martin Przyjaciel-Zablocki , Simon Skilevic , Georg Lausen