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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

Background. In the realm of software engineering, there are widely accepted guidelines for reporting and creating laboratory packages. Unfortunately, the landscape differs considerably in the emerging field of quantum computing. To the best…

Software Engineering · Computer Science 2024-05-08 Enrique Moguel , José Antonio Parejo , Antonio Ruiz-Cortés , Jose Garcia-Alonso , Juan Manuel Murillo

Background: Abstracts are a particularly valuable element in a software engineering research article. However, not all abstracts are as informative as they could be. Objective: Characterize the structure of abstracts in high-quality…

Software Engineering · Computer Science 2025-06-30 Lutz Prechelt , Lloyd Montgomery , Julian Frattini , Franz Zieris

Modern software-based systems operate under rapidly changing conditions and face ever-increasing uncertainty. In response, systems are increasingly adaptive and reliant on artificial-intelligence methods. In addition to the ubiquity of…

Software Engineering · Computer Science 2024-08-27 Nelly Bencomo , Jordi Cabot , Marsha Chechik , Betty H. C. Cheng , Benoit Combemale , Andrzej Wąsowski , Steffen Zschaler

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

Purpose: Continuous Software Engineering (CSE) promises improved efficiency, quality, and responsiveness in software-intensive organizations. However, fully adopting CSE is often constrained by complex products, legacy systems,…

Software Engineering · Computer Science 2025-11-05 Eriks Klotins , Magnus Ahlgren , Nicolas Martin Vivaldi , Even-Andre Karlsson

Software engineering (SE) evolves rapidly, with changing technology and industry expectations. The curriculum review bodies (e.g., ACM and IEEE-CS working groups) respond well but can have refresh cycles measured in years. For Computer…

Software Engineering · Computer Science 2023-12-29 James D Kiper , Simon Sultana , Brent Auernheimer , Gursimran Singh Walia

Experimentation is an essential method for causal inference in any empirical discipline. Crossover-design experiments are common in Software Engineering (SE) research. In these, subjects apply more than one treatment in different orders.…

Software Engineering · Computer Science 2025-01-08 Julian Frattini , Davide Fucci , Sira Vegas

Context: With the rising complexity and scale of software systems, there is an ever-increasing demand for sophisticated and cost-effective software testing. To meet such a demand, there is a need for a highly-skilled software testing…

Software Engineering · Computer Science 2020-03-10 Vahid Garousi , Austen Rainer , Per Lauvås , Andrea Arcuri

Hazard and impact analysis is an indispensable task during the specification and development of safety-critical technical systems, and particularly of their software-intensive control parts. There is a lack of methods supporting an…

Software Engineering · Computer Science 2015-12-10 Sonila Dobi , Mario Gleirscher , Maria Spichkova , Peter Struss

In recent years, quantum, quantum-inspired, and hybrid algorithms are increasingly showing promise for solving software engineering optimization problems. However, best-intended practices for conducting empirical studies have not yet well…

Software Engineering · Computer Science 2025-11-03 Man Zhang , Yuechen Li , Tao Yue , Kai-Yuan Cai

[Context] In software engineering research, emphasis is given to sound evaluations of new approaches. While industry surveys or industrial case studies are preferred to evaluate industrial applicability, controlled experiments with student…

Software Engineering · Computer Science 2017-08-17 Marian Daun , Carolin Hübscher , Thorsten Weyer

Software Engineering practitioners work using highly diverse methods and practices, and general theories in software engineering are lacking. One attempt at creating a common ground in the area of software engineering methodologies has been…

Software Engineering · Computer Science 2018-08-09 Arthur Evensen , Kai-Kristian Kemell , Xiaofeng Wang , Juhani Risku , Pekka Abrahamsson

Being able to access software in daily life is vital for everyone, and thus accessibility is a fundamental challenge for software development. However, given the number of accessibility issues reported by many users, e.g., in app reviews,…

Software Engineering · Computer Science 2021-03-17 Tingting Bi , Xin Xia , David Lo , John Grundy , Thomas Zimmermann , Denae Ford

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

Open science describes the movement of making any research artefact available to the public and includes, but is not limited to, open access, open data, and open source. While open science is becoming generally accepted as a norm in other…

Software Engineering · Computer Science 2021-02-10 Daniel Méndez Fernández , Daniel Graziotin , Stefan Wagner , Heidi Seibold

In spite of machine learning's rapid growth, its engineering support is scattered in many forms, and tends to favor certain engineering stages, stakeholders, and evaluation preferences. We envision a capability-based framework, which uses…

Artificial Intelligence · Computer Science 2023-02-14 Chenyang Yang , Rachel Brower-Sinning , Grace A. Lewis , Christian Kästner , Tongshuang Wu

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

The field of deep learning has witnessed significant breakthroughs, spanning various applications, and fundamentally transforming current software capabilities. However, alongside these advancements, there have been increasing concerns…

Machine Learning · Computer Science 2025-05-07 Nikita Ravi , Abhinav Goel , James C. Davis , George K. Thiruvathukal

Teaching agile software development by pairing lectures with hands-on projects has become the norm. This approach poses the problem of grading and evaluating practical project work as well as process conformance during development. Yet, few…

Software Engineering · Computer Science 2018-09-05 Christoph Matthies , Thomas Kowark , Matthias Uflacker , Hasso Plattner
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