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Scientists spend an increasing amount of time building and using software. However, most scientists are never taught how to do this efficiently. As a result, many are unaware of tools and practices that would allow them to write more…

While extensive guidance exists for ensuring the reproducibility of one's own study, there is little discussion regarding the reproduction and replication of external studies within one's own research. To initiate this discussion, drawing…

Machine Learning · Computer Science 2024-01-10 Milton S. Gomez , Tom Beucler

Over 15 years of teaching, advising students and coordinating scientific research activities and projects in computer science, we have observed the difficulties of students to write scientific papers to present the results of their research…

General Literature · Computer Science 2015-06-02 Wladmir Cardoso Brandão

The crisis in the reproducibility of experiments invites a re-evaluation of methods of inquiry and validation procedures. The text challenges current assumptions of knowledge acquisition and introduces G-complexity for defining decidable…

Other Quantitative Biology · Quantitative Biology 2016-11-29 Mihai Nadin

In this paper, we discuss the approaches we took and trade-offs involved in making a paper on a conceptual topic in pattern recognition research fully reproducible. We discuss our definition of reproducibility, the tools used, how the…

Machine Learning · Statistics 2016-12-28 Jesse H. Krijthe , Marco Loog

One of the challenges in machine learning research is to ensure that presented and published results are sound and reliable. Reproducibility, that is obtaining similar results as presented in a paper or talk, using the same code and data…

Research is facing a reproducibility crisis, in which the results and findings of many studies are difficult or even impossible to reproduce. This is also the case in machine learning (ML) and artificial intelligence (AI) research. Often,…

Machine Learning · Computer Science 2023-07-21 Harald Semmelrock , Simone Kopeinik , Dieter Theiler , Tony Ross-Hellauer , Dominik Kowald

The evidence-based approach has increasingly been employed to synthesize empirical findings from the primary research in software engineering. Nevertheless, the reproducibility of evidence-based software engineering (EBSE) studies seems to…

Software Engineering · Computer Science 2021-03-03 Zheng Li

In response to growing concern about the reliability and reproducibility of published science, researchers have proposed adopting measures of greater statistical stringency, including suggestions to require larger sample sizes and to lower…

Methodology · Statistics 2018-07-09 Harlan Campbell , Paul Gustafson

This article shows how the Universities and higher education and research institutions obey more and more to criteria of profitability and effectiveness, following the example of the industry. The Universities and the academic communities…

Physics and Society · Physics 2007-05-23 Jose Carlos Bermejo-Barrera

Reproducibility is essential to reliable scientific discovery in high-throughput experiments. In this work we propose a unified approach to measure the reproducibility of findings identified from replicate experiments and identify putative…

Applications · Statistics 2011-10-24 Qunhua Li , James B. Brown , Haiyan Huang , Peter J. Bickel

With the recognized crisis of credibility in scientific research, there is a growth of reproducibility studies in computer science, and although existing surveys have reviewed reproducibility from various perspectives, especially very…

Software Engineering · Computer Science 2023-12-19 José Armando Hernández , Miguel Colom

Concerns about reproducibility in artificial intelligence (AI) have emerged, as researchers have reported unsuccessful attempts to directly reproduce published findings in the field. Replicability, the ability to affirm a finding using the…

Computer Vision and Pattern Recognition · Computer Science 2023-04-21 Kehinde Ajayi , Muntabir Hasan Choudhury , Sarah Rajtmajer , Jian Wu

The low replication rate of published studies has long concerned the social science community, making understanding the replicability a critical problem. Several studies have shown that relevant research communities can make predictions…

Human-Computer Interaction · Computer Science 2022-11-08 Juntao Wang , Jonathan Lei , Anna Dreber , Michael Gordon , Magnus Johannesson , Thomas Pfeiffer , Yiling Chen

Replicability is absent in games research; a lack of transparency in protocol detail hinders scientific consensus and willingness to publish public datasets, impacting the application of these techniques in video games research. To combat…

Human-Computer Interaction · Computer Science 2023-04-07 Emma J. Pretty , Renan Guarese , Haytham M. Fayek , Fabio Zambetta

Citations are getting more and more important in the career of a researcher. But how to use them in the best possible way? This is a satirical paper, showing a bad trend currently happening in citation trends, due to intensive use of…

Digital Libraries · Computer Science 2020-02-24 Alberto Saracco

Reproducibility is central to the credibility of scientific findings, yet complete replication studies are costly and infrequent. However, many biological experiments contain internal replication, which is defined as repetition across…

Applications · Statistics 2025-06-05 Stanley E. Lazic

One way of evaluating individual scientists is the determination of the number of highly cited publications, where the threshold is given by a large reference set. It is shown that this indicator behaves in a counterintuitive way, leading…

Digital Libraries · Computer Science 2013-05-09 Michael Schreiber

This is the first part of a small-scale explorative study in an effort to start assessing reproducibility issues specific to scientometrics research. This effort is motivated by the desire to generate empirical data to inform debates about…

Digital Libraries · Computer Science 2018-04-16 Ludo Waltman , Sybille Hinze , Andrea Scharnhorst , Jesper Wiborg Schneider , Theresa Velden

In the data science courses at the University of British Columbia, we define data science as the study, development and practice of reproducible and auditable processes to obtain insight from data. While reproducibility is core to our…

Computers and Society · Computer Science 2022-07-26 Joel Ostblom , Tiffany Timbers