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Related papers: Re-run, Repeat, Reproduce, Reuse, Replicate: Trans…

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Reproducibility of computational studies is a hallmark of scientific methodology. It enables researchers to build with confidence on the methods and findings of others, reuse and extend computational pipelines, and thereby drive scientific…

Scientific software often presents very particular requirements regarding usability, which is often completely overlooked in this setting. As computational science has emerged as its own discipline, distinct from theoretical and…

Human-Computer Interaction · Computer Science 2017-09-05 Francisco Queiroz , Raniere Silva , Jonah Miller , Sandor Brockhauser , Hans Fangohr

This paper investigates the reproducibility of computational science research and identifies key challenges facing the community today. It is the result of the First Summer School on Experimental Methodology in Computational Science…

The ubiquity of computation in modern scientific research inflicts new challenges for reproducibility. While most journals now require code and data be made available, the standards for organization, annotation, and validation remain lax,…

Other Quantitative Biology · Quantitative Biology 2022-10-07 Griffin Chure

The reproduction and replication of novel results has become a major issue for a number of scientific disciplines. In computer science and related computational disciplines such as systems biology, the issues closely revolve around the…

Software Engineering · Computer Science 2014-09-17 Tom Crick , Benjamin A. Hall , Samin Ishtiaq

Scientific data governance should prioritize maximizing the utility of data throughout the research lifecycle. Research software systems that enable analysis reproducibility inform data governance policies and assist administrators in…

Those seeking to reproduce a computational experiment often need to manually look at the code to see how to build necessary libraries, configure parameters, find data, and invoke the experiment; it is not automatic. Automatic…

Software Engineering · Computer Science 2023-07-24 Samuel Grayson , Reed Milewicz , Joshua Teves , Daniel S. Katz , Darko Marinov

Reproducibility is a confused terminology. In this paper, I take a fundamental view on reproducibility rooted in the scientific method. The scientific method is analysed and characterised in order to develop the terminology required to…

Machine Learning · Computer Science 2022-01-19 Odd Erik Gundersen

Although a standard in natural science, reproducibility has been only episodically applied in experimental computer science. Scientific papers often present a large number of tables, plots and pictures that summarize the obtained results,…

Digital Libraries · Computer Science 2017-09-06 Fernando Chirigati , Rebecca Capone , Dennis Shasha , Remi Rampin , Juliana Freire

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

Reproducibility is a fundamental requirement of the scientific process since it enables outcomes to be replicated and verified. Computational scientific experiments can benefit from improved reproducibility for many reasons, including…

Databases · Computer Science 2019-09-04 Maria Luiza Mondelli , A. Townsend Peterson , Luiz M. R. Gadelha

In recent years, the research community has raised serious questions about the reproducibility of scientific work. In particular, since many studies include some kind of computing work, reproducibility is also a technological challenge, not…

Software Engineering · Computer Science 2023-08-03 Lázaro Costa , Susana Barbosa , Jácome Cunha

The general purpose of a scientific publication is the exchange and spread of knowledge. A publication usually reports a scientific result and tries to convince the reader that it is valid. With an ever-growing number of papers relying on…

Digital Libraries · Computer Science 2018-08-24 Christian Schulz

Reproducibility is widely acknowledged as a fundamental principle in scientific research. Currently, the scientific community grapples with numerous challenges associated with reproducibility, often referred to as the ''reproducibility…

Software Engineering · Computer Science 2024-09-16 Benjamin A. Antunes , David R. C. Hill

Although reproducibility is a core tenet of the scientific method, it remains challenging to reproduce many results. Surprisingly, this also holds true for computational results in domains such as systems biology where there have been…

Quantitative Methods · Quantitative Biology 2021-04-13 Michael L. Blinov , John H. Gennari , Jonathan R. Karr , Ion I. Moraru , David P. Nickerson , Herbert M. Sauro

The high incidence of irreproducible research has led to urgent appeals for transparency and equitable practices in open science. For the scientific disciplines that rely on computationally intensive analyses of large data sets, a granular…

How should software engineering be adapted for Computational Science (CS)? If we understood that, then we could better support software sustainability, verifiability, reproducibility, comprehension, and usability for CS community. For…

Software Engineering · Computer Science 2020-03-13 Huy Tu , Rishabh Agrawal , Tim Menzies

Computational scientists are facing a new era where the old ways of developing and reusing code have to be left behind and a few daring steps are to be made towards new horizons. The present work analyzes the needs that drive this change,…

Computational Engineering, Finance, and Science · Computer Science 2021-08-23 Zsolt I. Lázár , Jouke R. Heringa , Bazil Pârv , Simon W. de Leeuw

Scientific processes rely on software as an important tool for data acquisition, analysis, and discovery. Over the years sustainable software development practices have made progress in being considered as an integral component of research.…

Software Engineering · Computer Science 2023-12-21 Akash Dhruv , Anshu Dubey

The reproduction and replication of reported scientific results is a hot topic within the academic community. The retraction of numerous studies from a wide range of disciplines, from climate science to bioscience, has drawn the focus of…

Computational Engineering, Finance, and Science · Computer Science 2014-10-15 Tom Crick , Benjamin A. Hall , Samin Ishtiaq , Kenji Takeda