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Artificial Intelligence (AI) or Machine Learning (ML) systems have been widely adopted as value propositions by companies in all industries in order to create or extend the services and products they offer. However, developing AI/ML systems…

Software Engineering · Computer Science 2020-11-10 Elizamary Nascimento , Anh Nguyen-Duc , Ingrid Sundbø , Tayana Conte

Context: Software engineering researchers and practitioners rely on empirical evidence from the field. Thus, education of software engineers must include strong and applied education in empirical research methods. For most students, the…

Software Engineering · Computer Science 2021-02-16 Eric Knauss

In the software engineering industry today, companies primarily conduct their work in teams. To increase organizational productivity, it is thus crucial to know the factors that affect team effectiveness. Two team-related concepts that have…

Software Engineering · Computer Science 2018-02-06 Per Lenberg , Robert Feldt

The increasing reliance on applications with machine learning (ML) components calls for mature engineering techniques that ensure these are built in a robust and future-proof manner. We aim to empirically determine the state of the art in…

Software Engineering · Computer Science 2020-07-30 Alex Serban , Koen van der Blom , Holger Hoos , Joost Visser

Background: The need for empirical investigations in software engineering is growing. Many researchers nowadays, conduct and validate their solutions using empirical research. Survey is one empirical method which enables researchers to…

Software Engineering · Computer Science 2018-11-13 Ahmad Nauman Ghazi , Kai Petersen , Sri Sai Vijay Raj Reddy , Harini Nekkanti

Recent years have seen the successful application of deep learning to software engineering (SE). In particular, the development and use of pre-trained models of source code has enabled state-of-the-art results to be achieved on a wide…

Software Engineering · Computer Science 2022-05-25 Changan Niu , Chuanyi Li , Bin Luo , Vincent Ng

The human capital invested into software development plays a vital role in the success of any software project. By human capital, we do not mean the individuals themselves, but involves the range of knowledge and skills (i.e., human…

Software Engineering · Computer Science 2018-05-11 Saya Onoue , Hideaki Hata , Raula Gaikovina Kula , Kenichi Matsumoto

Context: Research software is essential for developing advanced tools and models to solve complex research problems and drive innovation across domains. Therefore, it is essential to ensure its correctness. Software testing plays a vital…

Software Engineering · Computer Science 2025-01-30 Nasir U. Eisty , Upulee Kanewala , Jeffrey C. Carver

When writing software code, developers typically prioritise functionality over security, either consciously or unconsciously through biases and heuristics. This is often attributed to tangible pressures such as client requirements, but…

Software Engineering · Computer Science 2022-05-10 Matthew Ivory

Women have been shown to be effective leaders in many team-based situations. However, it is also well-recognized that women are underrepresented in engineering and technology areas, which leads to wasted efforts and a lack of diversity in…

Software Engineering · Computer Science 2017-09-25 Anh Nguyen-Duc , Soudabeh Khodambashi , Jon Atle Gulla , John Krogstie , Pekka Abrahamsson

Software startup companies develop innovative, software-intensive products within limited time frames and with few resources, searching for sustainable and scalable business models. Software startups are quite distinct from traditional…

While the methodological rigor of computing research has improved considerably in the past two decades, quantitative software engineering research is hampered by immature measures and inattention to theory. Measurement-the principled…

Software Engineering · Computer Science 2024-06-21 Paul Ralph , Miikka Kuutila , Hera Arif , Bimpe Ayoola

Data scientists often develop machine learning models to solve a variety of problems in the industry and academy but not without facing several challenges in terms of Model Development. The problems regarding Machine Learning Development…

Software Engineering · Computer Science 2021-02-16 Giuliano Lorenzoni , Paulo Alencar , Nathalia Nascimento , Donald Cowan

Context: Over the past decade Software Engineering research has seen a steady increase in survey-based studies, and there are several guidelines providing support for those willing to carry out surveys. The need for auditing survey research…

Software Engineering · Computer Science 2019-01-29 Jefferson Seide Molléri , Kai Petersen , Emilia Mendes

Background. Within the software industry, it is commonly estimated that software professionals invest a substantial portion of their work hours in the process of understanding existing systems. In this context, an ineffective technical…

Software Engineering · Computer Science 2024-01-19 Fernando Padoan , Ronnie de Souza Santos , Rodrigo Pessoa Medeiros

In the dynamic field of Software Engineering (SE), where practice is constantly evolving and adapting to new technologies, conducting research is a daunting quest. This poses a challenge for researchers: how to stay relevant and effective…

Software Engineering · Computer Science 2024-07-09 Jefferson Seide Molleri , Kai Petersen

Large project overruns and overtime work have been reported in the software industry, resulting in additional expense for companies and personal issues for developers. The present work aims to provide an overview of studies related to time…

Software Engineering · Computer Science 2020-04-23 Miikka Kuutila , Mika Mäntylä , Umar Farooq , Maëlick Claes

This paper reports our extended analysis of the recent literature addressing global software engineering (GSE), using a new Systematic Snapshot Mapping (SSM) technique. The primary purpose of this work is to understand what issues are being…

Software Engineering · Computer Science 2021-01-01 Bilal Raza , Stephen G. MacDonell , Tony Clear

Cognition plays a fundamental role in most software engineering activities. This article provides a taxonomy of cognitive concepts and a survey of the literature since the beginning of the Software Engineering discipline. The taxonomy…

In the last decade, researchers have studied fairness as a software property. In particular, how to engineer fair software systems? This includes specifying, designing, and validating fairness properties. However, the landscape of works…

Software Engineering · Computer Science 2026-04-22 Ezekiel Soremekun , Mike Papadakis , Maxime Cordy , Yves Le Traon