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Authorship of scientific articles has profoundly changed from early science until now. While once upon a time a paper was authored by a handful of authors, scientific collaborations are much more prominent on average nowadays. As authorship…

Digital Libraries · Computer Science 2022-09-16 Andrea Mannocci , Ornella Irrera , Paolo Manghi

The evolution of the global scientific cyberinfrastructure (CI) has, over the last 10+ years, led to a large diversity of CI instances. While specialized, competing and alternative CI building blocks are inherent to a healthy ecosystem, it…

Distributed, Parallel, and Cluster Computing · Computer Science 2012-10-12 Jarek Nabrzyski , Krzysztof Kurowski , Daniel S. Katz , Andre Merzky

Scientific data management is at a critical juncture, driven by exponential data growth, increasing cross-domain dependencies, and a severe reproducibility crisis in modern research. Traditional centralized data management approaches are…

Databases · Computer Science 2025-04-30 Sebastian Beyvers , Jannis Hochmuth , Lukas Brehm , Maria Hansen , Alexander Goesmann , Frank Förster

So far, the relationship between open science and software engineering expertise has largely focused on the open release of software engineering research insights and reproducible artifacts, in the form of open-access papers, open data, and…

Software Engineering · Computer Science 2024-09-17 Cynthia C. S. Liem , Andrew M. Demetriou

With the increased interest in computational sciences, machine learning (ML), pattern recognition (PR) and big data, governmental agencies, academia and manufacturers are overwhelmed by the constant influx of new algorithms and techniques…

Software Engineering · Computer Science 2017-07-28 André Anjos , Laurent El-Shafey , Sébastien Marcel

Knowledge infrastructures are defined as robust networks of people, artifacts, and institutions that generate, share and maintain specific knowledge. Yet, many domains are fragmented and far from robustly networked, such as science…

Digital Libraries · Computer Science 2026-03-09 Tim Wittenborg

Background: Open innovation highlights the potential benefits of external collaboration and knowledge-sharing, often exemplified through Open Source Software (OSS). The public sector has thus far mainly focused on the sharing of Open…

Software Engineering · Computer Science 2022-08-04 Johan Linåker , Per Runeson

We present OpenML and mldata, open science platforms that provides easy access to machine learning data, software and results to encourage further study and application. They go beyond the more traditional repositories for data sets and…

Machine Learning · Computer Science 2014-02-26 Joaquin Vanschoren , Mikio L. Braun , Cheng Soon Ong

The visibility of research projects is crucial for maximizing their scientific and societal impact. Current Research Information Systems (CRIS) centralize data, enhancing access, the dissemination of results, and interdisciplinary…

Digital Libraries · Computer Science 2025-03-19 Kevin Lajpop , Ana Ixcolin

Knowledge of how science is consumed in public domains is essential for a deeper understanding of the role of science in human society. While science is heavily supported by public funding, common depictions suggest that scientific research…

Digital Libraries · Computer Science 2021-05-04 Yian Yin , Yuxiao Dong , Kuansan Wang , Dashun Wang , Benjamin F. Jones

Environmental science is often fragmented: data is collected using mismatched formats and conventions, and models are misaligned and run in isolation. Cloud computing offers a lot of potential in the way of resolving such issues by…

Distributed, Parallel, and Cluster Computing · Computer Science 2013-08-08 Yehia Elkhatib , Gordon S. Blair , Bholanathsingh Surajbali

Scientific computing often requires the availability of a massive number of computers for performing large scale experiments. Traditionally, these needs have been addressed by using high-performance computing solutions and installed…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-11-15 Christian Vecchiola , Suraj Pandey , Rajkumar Buyya

The European Space Agency is well known as a powerful force for scientific discovery in numerous areas related to Space. The amount and depth of the knowledge produced throughout the different missions carried out by ESA and their…

Experimental materials science is experiencing significant growth due to automated experimentation and AI techniques. Integrated autonomous platforms are emerging, combining generative models, robotics, simulations, and automated systems…

Software Engineering · Computer Science 2024-05-31 Amarnath Gupta , Shweta Purawat , Subhasis Dasgupta , Pratyush Karmakar , Elaine Chi , Ilkay Altintas

In the era of data-driven science, conducting computational experiments that involve analysing large datasets using heterogeneous computational clusters, is part of the everyday routine for many scientists. Moreover, to ensure the…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-03-23 Thanasis Vergoulis , Konstantinos Zagganas , Loukas Kavouras , Martin Reczko , Stelios Sartzetakis , Theodore Dalamagas

A virtual observatory will not only enhance many current scientific investigations, but it will also enable entirely new scientific explorations due to both the federation of vast amounts of multiwavelength data and the new archival…

Astrophysics · Physics 2007-05-23 R. J. Brunner

AI for Science (AI4Science), particularly in the form of self-driving labs, has the potential to sideline human involvement and hinder scientific discovery within the broader community. While prior research has focused on ensuring the…

Artificial Intelligence · Computer Science 2023-11-01 Chase Yakaboski , Gregory Hyde , Clement Nyanhongo , Eugene Santos

Scientific research increasingly depends on robust and scalable IT infrastructures to support complex computational workflows. With the proliferation of services provided by research infrastructures, NRENs, and commercial cloud providers,…

Public sector organisations are increasingly interested in using data science and artificial intelligence capabilities to deliver policy and generate efficiencies in high uncertainty environments. The long-term success of data science and…

Artificial Intelligence · Computer Science 2019-10-29 Slava Jankin Mikhaylov , Marc Esteve , Averill Campion