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In this paper we explore the challenges of automating experiments in data science. We propose an extensible experiment model as a foundation for integration of different open source tools for running research experiments. We implement our…

Machine Learning · Computer Science 2022-09-21 Anton Khritankov , Nikita Pershin , Nikita Ukhov , Artem Ukhov

One major challenge in science is to make all results potentially reproducible. Thus, along with the raw data, every step from basic processing of the data, evaluation, to the generation of the figures, has to be documented as clearly as…

Graphics · Computer Science 2020-07-31 Richard Gerum

Research data and software are widely accepted as an outcome of scientific work. However, in comparison to text-based publications, there is not yet an established process to assess and evaluate quality of research data and research…

Over the recent years the importance of numerical experiments has gradually been more recognized. Nonetheless, sufficient documentation of how computational results have been obtained is often not available. Especially in the scientific…

Mathematical Software · Computer Science 2021-05-10 Jörg Fehr , Jan Heiland , Christian Himpe , Jens Saak

Science advances not only through the accumulation of facts but also through the evolution of tools. Crucially, tools are rarely used in isolation. They form tool portfolios, combinations shaped by a discipline's workflows and analytical…

Digital Libraries · Computer Science 2026-04-28 Zhouming Wu , Dakota Murray

An essential part of research and scientific communication is researchers' ability to reproduce the results of others. While there have been increasing standards for authors to make data and code available, many of these files are hard to…

Digital Libraries · Computer Science 2021-09-23 Layan Bahaidarah , Ethan Hung , Andreas F. De Melo Oliveira , Jyotsna Penumaka , Lukas Rosario , Ana Trisovic

A large number of computational scientific research projects make use of open source software packages. However, the development process of such tools frequently differs from conventional software development; partly because of the nature…

Software Engineering · Computer Science 2013-09-24 Ivan Girotto , Axel Kohlmeyer , David Grellscheid , Shawn T. Brown

Each claim in a research paper requires all relevant prior knowledge to be discovered, assimilated, and appropriately cited. However, despite the availability of powerful search engines and sophisticated text editing software, discovering…

Information Retrieval · Computer Science 2020-05-12 Onur Gökçe , Jonathan Prada , Nikola I. Nikolov , Nianlong Gu , Richard H. R. Hahnloser

Research software is crucial in the research process and the growth of Open Science underscores the importance of accessing research artifacts, like data and code, raising traceability challenges among outputs. While it is a clear principle…

Software Engineering · Computer Science 2025-07-31 Domhnall Carlin , Austen Rainer

In this article, we present the challenge of software citation as a method to ensure credit for and identification, discovery, and reuse of software in scientific and engineering research. We discuss related work and key challenges/research…

Computers and Society · Computer Science 2016-11-04 Kyle E. Niemeyer , Arfon M. Smith , Daniel S. Katz

Academic publications have been evaluated in terms of their impact on research communities based on many metrics, such as the number of citations. On the other hand, the impact of academic publications on industry has been rarely studied.…

We are presenting a set of multilingual text analysis tools that can help analysts in any field to explore large document collections quickly in order to determine whether the documents contain information of interest, and to find the…

Computation and Language · Computer Science 2007-05-23 Camelia Ignat , Bruno Pouliquen , Ralf Steinberger , Tomaz Erjavec

Reviewing the literature to understand relevant threads of past work is a critical part of research and vehicle for learning. However, as the scientific literature grows the challenges for users to find and make sense of the many different…

Human-Computer Interaction · Computer Science 2022-08-17 Hyeonsu B. Kang , Joseph Chee Chang , Yongsung Kim , Aniket Kittur

The increase in the number of researchers coupled with the ease of publishing and distribution of scientific papers (due to technological advancements) has resulted in a dramatic increase in astronomy literature. This has likely led to the…

Digital Libraries · Computer Science 2019-07-03 W. E. Kerzendorf

Collaborative scientific authoring is increasingly being supported by software tools. Traditionally, desktop-based authoring tools had the most advanced editing features, allowed for more formatting options, and included more import/export…

Digital Libraries · Computer Science 2018-04-23 Afshin Sadeghi , Mahdi Jaberzadeh Ansari , Johannes Wilm , Christoph Lange

Scientific writing builds upon already published papers. Manual identification of publications to read, cite or consider as related papers relies on a researcher's ability to identify fitting keywords or initial papers from which a…

Digital Libraries · Computer Science 2022-09-08 Christin Katharina Kreutz , Ralf Schenkel

Reference management software is a well-known tool for scientific research work. Since the 1980s, it has been the subject of reviews and evaluations in library and information science literature. This paper presents a systematic review of…

Digital Libraries · Computer Science 2016-01-22 Jesús Tramullas , Ana I. Sánchez-Casabón , Piedad Garrido-Picazo

Software is a central part of modern science, and knowledge of its use is crucial for the scientific community with respect to reproducibility and attribution of its developers. Several studies have investigated in-text mentions of software…

Digital Libraries · Computer Science 2024-04-19 David Schindler , Tazin Hossain , Sascha Spors , Frank Krüger

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

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