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Failure studies are important in revealing the root causes, behaviors, and life cycle of defects in software systems. These studies either focus on understanding the characteristics of defects in specific classes of systems or the…

Software Engineering · Computer Science 2022-09-23 Paschal C. Amusuo , Aishwarya Sharma , Siddharth R. Rao , Abbey Vincent , James C. Davis

Context: Systematic reviews (SRs) summarize state-of-the-art evidence in science, including software engineering (SE). Objective: Our objective is to evaluate how SRs report research artifacts and to provide a comprehensive list of these…

Software Engineering · Computer Science 2026-04-17 Aleksi Huotala , Miikka Kuutila , Mika Mäntylä

Population analysis is crucial for ensuring that empirical software engineering (ESE) research is representative and its findings are valid. Yet, there is a persistent gap between sampling processes and the holistic examination of…

Software Engineering · Computer Science 2024-04-24 Jefferson Seide Molléri

Context: A number of Systematic Mapping Studies (SMSs) that cover Software Engineering (SE) are reported in literature. Tertiary studies synthesize the secondary studies to provide a holistic view of an area. Objectives: We synthesize SMSs…

Software Engineering · Computer Science 2019-09-25 Muhammad Uzair khan , Salman Sherin , Muhammad Zohaib Iqbal , Rubab Zahid

Software architecture (SA) is celebrating 25 years. This is so if we consider the seminal papers establishing SA as a distinct discipline and scientific publications that have identified cornerstones of both research and practice, like…

Software Engineering · Computer Science 2018-06-12 Henry Muccini , Patricia Lago , Karthik Vaidyanathan , Francesco Osborne , Eltjo Poort

According to different reports, many recent software engineering graduates often face difficulties when beginning their professional careers, due to misalignment of the skills learnt in their university education with what is needed in…

Software Engineering · Computer Science 2018-12-06 Vahid Garousi , Görkem Giray , Eray Tüzün , Cagatay Catal , Michael Felderer

The field of artificial intelligence (AI) is witnessing a recent upsurge in research, tools development, and deployment of applications. Multiple software companies are shifting their focus to developing intelligent systems; and many others…

Software Engineering · Computer Science 2021-08-04 Feras A. Batarseh , Rasika Mohod , Abhinav Kumar , Justin Bui

Sentiment analysis methods have become popular for investigating human communication, including discussions related to software projects. Since general-purpose sentiment analysis tools do not fit well with the information exchanged by…

Software Engineering · Computer Science 2021-04-22 Nicole Novielli , Fabio Calefato , Filippo Lanubile , Alexander Serebrenik

Sentiment analysis (SA) is commonly applied to digital textual data, revealing insight into opinions and feelings. Many systematic reviews have summarized existing work, but often overlook discussions of validity and scientific practices.…

Computers and Society · Computer Science 2023-10-31 Laura E. M. Ayravainen , Joanne Hinds , Brittany I. Davidson

AI-based systems are software systems with functionalities enabled by at least one AI component (e.g., for image- and speech-recognition, and autonomous driving). AI-based systems are becoming pervasive in society due to advances in AI.…

Existing work on the practical impact of software engineering (SE) research examines industrial relevance rather than adoption of study results, hence the question of how results have been practically applied remains open. To answer this…

Software Engineering · Computer Science 2022-09-23 Zoe Kotti , Georgios Gousios , Diomidis Spinellis

The advancements in machine learning techniques have encouraged researchers to apply these techniques to a myriad of software engineering tasks that use source code analysis, such as testing and vulnerability detection. Such a large number…

Software Engineering · Computer Science 2022-09-14 Tushar Sharma , Maria Kechagia , Stefanos Georgiou , Rohit Tiwari , Indira Vats , Hadi Moazen , Federica Sarro

Context:Software Development Analytics is a research area concerned with providing insights to improve product deliveries and processes. Many types of studies, data sources and mining methods have been used for that purpose. Objective:This…

Software Engineering · Computer Science 2025-11-06 Joao Caldeira , Fernando Brito e Abreu , Jorge Cardoso , Rachel Simões , Toacy Oliveira , José Reis

This paper reviews existing work in software engineering that applies statistical causal inference methods. These methods aim at estimating causal effects from observational data. The review covers 32 papers published between 2010 and 2022.…

Software Engineering · Computer Science 2023-03-24 Julien Siebert

Software engineering conferences bring together thousands of academicians and software practitioners so that academic research and professional practices can influence each other. In essence, a symbiotic relationship exists between the…

Software Engineering · Computer Science 2026-04-21 Mohammad Masudur Rahman , Mehil B. Shah

Context: Advancements in machine learning (ML) lead to a shift from the traditional view of software development, where algorithms are hard-coded by humans, to ML systems materialized through learning from data. Therefore, we need to…

Software Engineering · Computer Science 2021-06-16 Görkem Giray

Context: Machine Learning (ML) significantly impacts Software Engineering (SE), but studies mainly focus on practitioners, neglecting researchers. This overlooks practices and challenges in teaching, researching, or reviewing ML…

Software Engineering · Computer Science 2024-12-02 Anamaria Mojica-Hanke , David Nader Palacio , Denys Poshyvanyk , Mario Linares-Vásquez , Steffen Herbold

In the software industry, artificial intelligence (AI) has been utilized more and more in software development activities. In some activities, such as coding, AI has already been an everyday tool, but in software testing activities AI it…

Software Engineering · Computer Science 2025-04-08 Katja Karhu , Jussi Kasurinen , Kari Smolander

Tertiary education institutions aim to prepare their computer science and software engineering students for working life. While much of the technical principles are covered in lower-level courses, team-based capstone projects are a common…

Software Engineering · Computer Science 2023-01-10 Saara Tenhunen , Tomi Männistö , Matti Luukkainen , Petri Ihantola

Sustainability is an increasingly-studied topic in software engineering in general, and in software architecture in particular. There are already a number of secondary studies addressing sustainability in software engineering, but no such…

Software Engineering · Computer Science 2022-04-26 Vasilios Andrikopoulos , Rares-Dorian Boza , Carlos Perales , Patricia Lago