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This paper proposes a software repository model together with associated tooling and consists of several complex, open-source GUI driven applications ready to be used in empirical software research. We start by providing the rationale for…

Software Engineering · Computer Science 2017-02-28 Arthur-Jozsef Molnar

Representative sampling appears rare in empirical software engineering research. Not all studies need representative samples, but a general lack of representative sampling undermines a scientific field. This article therefore reports a…

Software Engineering · Computer Science 2021-10-22 Sebastian Baltes , Paul Ralph

Background. The development of empirical studies in software engineering mainly relies on the data available on code hosting platforms, being GitHub the most representative. Nevertheless, in the last years, the emergence of Machine Learning…

Software Engineering · Computer Science 2023-07-28 Adem Ait , Javier Luis Cánovas Izquierdo , Jordi Cabot

Background: Data mining and analyzing of public Git software repositories is a growing research field. The tools used for studies that investigate a single project or a group of projects have been refined, but it is not clear whether the…

Software Engineering · Computer Science 2020-08-18 Adam Tutko , Austin Henley , Audris Mockus

Software repositories are rich sources of qualitative artifacts, including source code comments, commit messages, issue descriptions, and documentation. These artifacts offer many interesting insights when analyzed through quantitative…

Software Engineering · Computer Science 2024-06-13 Christoph Treude

Obtaining a relevant dataset is central to conducting empirical studies in software engineering. However, in the context of mining software repositories, the lack of appropriate tooling for large scale mining tasks hinders the creation of…

Software Engineering · Computer Science 2023-06-21 Romain Lefeuvre , Jessie Galasso , Benoit Combemale , Houari Sahraoui , Stefano Zacchiroli

With the advent of open source software, a veritable treasure trove of previously proprietary software development data was made available. This opened the field of empirical software engineering research to anyone in academia. Data that is…

Software Engineering · Computer Science 2022-04-19 Adam Tutko , Austin Z. Henley , Audris Mockus

The rapidly evolving fields of Machine Learning (ML) and Artificial Intelligence have witnessed the emergence of platforms like Hugging Face (HF) as central hubs for model development and sharing. This experience report synthesizes insights…

Software Engineering · Computer Science 2024-02-13 Joel Castaño , Silverio Martínez-Fernández , Xavier Franch

Program synthesis is a class of regression problems where one seeks a solution, in the form of a source-code program, mapping the inputs to their corresponding outputs exactly. Due to its precise and combinatorial nature, program synthesis…

Artificial Intelligence · Computer Science 2018-06-08 Yewen Pu , Zachery Miranda , Armando Solar-Lezama , Leslie Pack Kaelbling

Background: Reaching out to professional software developers is a crucial part of empirical software engineering research. One important method to investigate the state of practice is survey research. As drawing a random sample of…

Software Engineering · Computer Science 2017-07-05 Sebastian Baltes , Stephan Diehl

Context: Software practitioners are a primary provider of information for field studies in software engineering. Research typically recruits practitioners through some kind of sampling. But sampling may not in itself recruit credible…

Software Engineering · Computer Science 2021-12-30 Austen Rainer , Claes Wohlin

Background. Software Engineering (SE) researchers extensively perform experiments with human subjects. Well-defined samples are required to ensure external validity. Samples are selected \textit{purposely} or by \textit{convenience},…

Software Engineering · Computer Science 2021-08-30 Valentina Lenarduzzi , Oscar Dieste , Davide Fucci , Sira Vegas

Context: software projects are common resources in Software Engineering experiments, although these are often selected without following a specific strategy, which reduces the representativeness and replication of the results. An option is…

Software Engineering · Computer Science 2021-09-17 Juan Andres Carruthers , Jorge Andres Diaz Pace , Emanuel Agustin Irrazabal

Background: The experience sampling method studies everyday experiences of humans in natural environments. In psychology it has been used to study the relationships between work well-being and productivity. To our best knowledge, daily…

Software Engineering · Computer Science 2018-09-05 Miikka Kuutila , Mika Mäntylä , Maëlick Claes , Marko Elovainio , Bram Adams

As software has become an integral part of scientific workflows, reproducible research practices must take it into account. In what way? Archiving source code is a necessary but insufficient condition. The ability to redeploy software…

Software Engineering · Computer Science 2021-12-09 Ludovic Courtès

Software development projects involve the use of a wide range of tools to produce a software artifact. Software repositories such as source control systems have become a focus for emergent research because they are a source of rich…

Software Engineering · Computer Science 2016-04-20 Jacqui Finlay , Russel Pears , Andy M. Connor

This paper proposes an interactive repository type for research software metadata which measures and documents software sustainability by accumulating metadata, and computing sustainability metrics over them. Such a repository would help to…

Software Engineering · Computer Science 2016-08-18 Stephan Druskat

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

Software repository mining is the foundation for many empirical software engineering studies. The collection and analysis of detailed data can be challenging, especially if data shall be shared to enable replicable research and open science…

Software Engineering · Computer Science 2020-01-07 Alexander Trautsch , Fabian Trautsch , Steffen Herbold , Benjamin Ledel , Jens Grabowski

Software is now a vital scientific instrument, providing the tools for data collection and analysis across disciplines from bioinformatics and computational physics, to the humanities. The software used in research is often home-grown and…

Software Engineering · Computer Science 2019-03-15 Mario Rosado de Souza , Robert Haines , Markel Vigo , Caroline Jay
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