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Datasets have played a foundational role in the advancement of machine learning research. They form the basis for the models we design and deploy, as well as our primary medium for benchmarking and evaluation. Furthermore, the ways in which…

Machine Learning · Computer Science 2021-11-16 Amandalynne Paullada , Inioluwa Deborah Raji , Emily M. Bender , Emily Denton , Alex Hanna

This paper analyzes Altmetric.com, one of the most important altmetric data providers currently used. We have analyzed a set of publications with DOI number indexed in the Web of Science during the period 2011-2013 and collected their data…

Digital Libraries · Computer Science 2018-02-15 Nicolás Robinson-García , Daniel Torres-Salinas , Zohreh Zahedi , Rodrigo Costas

IoT data markets in public and private institutions have become increasingly relevant in recent years because of their potential to improve data availability and unlock new business models. However, exchanging data in markets bears…

Cryptography and Security · Computer Science 2022-07-14 Gonzalo Munilla Garrido , Johannes Sedlmeir , Ömer Uludağ , Ilias Soto Alaoui , Andre Luckow , Florian Matthes

Various stakeholders, such as researchers, government agencies, businesses, and research laboratories require a large volume of reliable scientific research outcomes including research articles and patent data to support their work. These…

Databases · Computer Science 2024-10-01 Xinran Wu , Hui Zou , Yidan Xing , Jingjing Qu , Qiongxiu Li , Renxia Xue , Xiaoming Fu

This paper discusses the problem of lack of clear licensing and transparency of usage terms and conditions for research metadata. Making research data connected, discoverable and reusable are the key enablers of the new data revolution in…

Open data is receiving increased attention and support in academic environments, with one justification being that shared data may be re-used in further research. But what evidence exists for such re-use, and what is the relationship…

Digital Libraries · Computer Science 2023-08-09 Geoff Krause , Madelaine Hare , Mike Smit , Philippe Mongeon

The Open Access movement in scientific publishing and search engines like Google Scholar have made scientific articles more broadly accessible. During the last decade, the availability of scientific papers in full text has become more and…

Digital Libraries · Computer Science 2015-05-07 Iana Atanassova , Marc Bertin , Philipp Mayr

In this article, we focus on the importance of open research information as the foundation for transparent and responsible research assessment and discovery of research outputs. We introduce work in which we support the open research…

Digital Libraries · Computer Science 2023-01-05 Daniel Nüst , Gazi Yücel , Anette Cordts , Christian Hauschke

Over the recent years, there has been a growing interest in developing new research evaluation methods that could go beyond the traditional citation-based metrics. This interest is motivated on one side by the wider availability or even…

Digital Libraries · Computer Science 2016-11-17 Drahomira Herrmannova , Petr Knoth

IoT edge computing positions computing resources closer to the data sources to reduce the latency, relieve the bandwidth pressure on the cloud, and enhance data security. Nevertheless, data security in IoT edge computing still faces…

Systems and Control · Electrical Eng. & Systems 2024-09-11 Tao Xue , Ying Zhang , Yanbin Wang , Wenbo Wang , Shuailou Li , Haibin Zhang

As the amount of scientific data continues to grow at ever faster rates, the research community is increasingly in need of flexible computational infrastructure that can support the entirety of the data science lifecycle, including…

Computers and Society · Computer Science 2016-04-12 Robert L. Grossman , Allison Heath , Mark Murphy , Maria Patterson , Walt Wells

Over the Eight decades, computing paradigms have shifted from large, centralized systems to compact, distributed architectures, leading to the rise of the Distributed Computing Continuum (DCC). In this model, multiple layers such as cloud,…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-12-10 Praveen Kumar Donta , Qiyang Zhang , Schahram Dustdar

As an important biomedical database, PubMed provides users with free access to abstracts of its documents. However, citations between these documents need to be collected from external data sources. Although previous studies have…

Digital Libraries · Computer Science 2021-11-02 Zhentao Liang , Jin Mao , Kun Lu , Gang Li

Assessing the impact of scholarly books is a difficult research evaluation problem. Library Catalog Analysis facilitates the quantitative study, at different levels, of the impact and diffusion of academic books based on data about their…

Digital Libraries · Computer Science 2020-11-26 Daniel Torres-Salinas , Wenceslao Arroyo-Machado , Mike Thelwall

The role of data in building AI systems has recently been significantly magnified by the emerging concept of data-centric AI (DCAI), which advocates a fundamental shift from model advancements to ensuring data quality and reliability.…

Artificial Intelligence · Computer Science 2023-04-04 Daochen Zha , Zaid Pervaiz Bhat , Kwei-Herng Lai , Fan Yang , Xia Hu

The widespread development and adoption of open-source software have built an ecosystem for open development and collaboration. In this ecosystem, individuals and organizations collaborate to create high-quality software that can be used by…

Digital Libraries · Computer Science 2023-11-28 Xiaoya Xia , Shengyu Zhao , Fanyu Han , Fenglin Bi , Wei Wang

Point of Interest data that is comprehensive, globally-available and open-access, is sparse, despite being important inputs for research in a number of application areas. New data from the Overture Maps Foundation offers significant…

Physics and Society · Physics 2023-10-31 Patrick Ballantyne , Cillian Berragan

In recent years, data science has become an indispensable part of our society. Over time, we have become reliant on this technology because of its opportunity to gain value and new insights from data in any field - business, socializing,…

Computers and Society · Computer Science 2020-10-28 Dinh-An Ho , Oya Beyan

Every research project necessitates data, often requiring sharing and collaborative review within a team. However, there is a dearth of good open-source data sharing and reviewing services. Existing file-sharing services generally mandate…

Databases · Computer Science 2024-06-27 Lexington Whalen , Homayoun Valafar

The proliferation of open-source scientific software for science and research presents opportunities and challenges. In this paper, we introduce the SciCat dataset -- a comprehensive collection of Free-Libre Open Source Software (FLOSS)…

Software Engineering · Computer Science 2023-12-12 Addi Malviya-Thakur , Reed Milewicz , Lavinia Paganini , Ahmed Samir Imam Mahmoud , Audris Mockus