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One of the pillars of any machine learning model is its concepts. Using software engineering, we can engineer these concepts and then develop and expand them. In this article, we present a SELM framework for Software Engineering of machine…

Software Engineering · Computer Science 2021-03-23 Nafiseh Jafari , Mohammad Reza Besharati , Mohammad Izadi , Maryam Hourali

Often software engineering classes have the student concentrate on designing and planning the project but stop short of actual student team development of code. This leads to criticism by employers of new graduates that they are missing…

Software Engineering · Computer Science 2025-02-05 Allan Brockenbrough

Secure development process is a procedure taken by developers to ensure the programs developed are following the general security standards and will always be up to date so that the outcomes are well secured and obedient. As a software…

Software Engineering · Computer Science 2020-12-22 Abdul Hadi bin Abdul Rahman , Abdullah Nazir , Kim Tae Hyun , Tan Horng Yarng , Fatima-tuz-Zahra

In this perspective, we argue that despite the democratization of powerful tools for data science and machine learning over the last decade, developing the code for a trustworthy and effective data science system (DSS) is getting harder.…

Software engineering research benefited for decades from openly available tools, accessible systems, and problems that could be studied at modest scale. Today, many of the most relevant software systems are large, proprietary, and embedded…

Software Engineering · Computer Science 2026-03-24 Diomidis Spinellis , Zoe Kotti

Agile software development emphasizes flexibility and iterative processes, which may conflict with the more linear, rigid, and time-consuming traditional funding and contracting approaches. This review synthesizes real-life experiences of…

Software Engineering · Computer Science 2025-10-22 Bertha Ngereja , Magne Jørgensen

Machine learning workflow development is anecdotally regarded to be an iterative process of trial-and-error with humans-in-the-loop. However, we are not aware of quantitative evidence corroborating this popular belief. A quantitative…

Machine Learning · Computer Science 2018-05-21 Doris Xin , Litian Ma , Shuchen Song , Aditya Parameswaran

Software systems are increasingly used in application domains characterised by uncertain environments, evolving requirements and unexpected failures; sudden system malfunctioning raises serious issues of security, safety, loss of comfort or…

Software Engineering · Computer Science 2019-04-04 Simos Gerasimou , Thomas Vogel , Ada Diaconescu

In enterprise organizations, data-driven decision making processes include the use of business intelligence dashboards and collaborative deliberation on communication platforms such as Slack. However, apart from those in data analyst roles,…

Human-Computer Interaction · Computer Science 2024-10-15 Hyeok Kim , Arjun Srinivasan , Matthew Brehmer

At our behest or otherwise, while our software is being executed, a huge variety of design assumptions is continuously matched with the truth of the current condition. While standards and tools exist to express and verify some of these…

Software Engineering · Computer Science 2016-05-09 Vincenzo De Florio

The profile of research software engineering has been greatly enhanced by developments at institutions around the world to form groups and communities that can support effective, sustainable development of research software. We observe,…

Software Engineering · Computer Science 2019-08-07 Jeremy Cohen , Daniel S. Katz , Michelle Barker , Robert Haines , Neil Chue Hong

A large number of computational scientific research projects make use of open source software packages. However, the development process of such tools frequently differs from conventional software development; partly because of the nature…

Software Engineering · Computer Science 2013-09-24 Ivan Girotto , Axel Kohlmeyer , David Grellscheid , Shawn T. Brown

Modern science is relying on software more than ever. The behavior and outcomes of this software shape the scientific and public discourse on important topics like climate change, economic growth, or the spread of infections. Most…

Software Engineering · Computer Science 2025-01-09 Adrian Bajraktari , Michelle Binder , Andreas Vogelsang

Systematic application of software metric techniques can lead to significant improvements of the quality of a final software product. However, there is still the evident lack of wider utilization of software metrics techniques and tools due…

Software Engineering · Computer Science 2013-11-18 Gordana Rakic , Zoran Budimac

Hybrid work settings often lack the informal communication that naturally emerges from spontaneous encounters and ambient awareness of coworkers' activities, potentially hindering team collaboration. To address this challenge, we explored…

Human-Computer Interaction · Computer Science 2026-03-13 Lu Liu , Harm van Essen , Berry Eggen

The introduction of machine learning (ML) components in software projects has created the need for software engineers to collaborate with data scientists and other specialists. While collaboration can always be challenging, ML introduces…

Software Engineering · Computer Science 2022-02-14 Nadia Nahar , Shurui Zhou , Grace Lewis , Christian Kästner

Hybrid systems with both discrete and continuous dynamics are an important model for real-world cyber-physical systems. The key challenge is to ensure their correct functioning w.r.t. safety requirements. Promising techniques to ensure…

Logic in Computer Science · Computer Science 2015-05-27 Stefan Mitsch , Grant Olney Passmore , Andre Platzer

The use of lightweight formal methods (LFM) for the development of industrial applications has become a major trend. Although the term "lightweight formal methods" has been used for over ten years now, there seems to be no common agreement…

Software Engineering · Computer Science 2018-07-06 Anna Zamansky , Maria Spichkova , Guillermo Rodriguez-Navas , Peter Herrmann , Jan Olaf Blech

Many disciplines use standard examples for education and to share and compare research results. The examples are rich enough to study from multiple points of view; they are often called model problems. Software design lacks such a community…

Software Engineering · Computer Science 2025-03-11 Mary Shaw , Marian Petre

These are the proceedings of the 10th International Workshop on Formal Engineering approaches to Software Components and Architectures (FESCA). The workshop was held on March 23, 2013 in Rome (Italy) as a satellite event to the European…

Software Engineering · Computer Science 2013-02-21 Barbora Buhnova , Lucia Happe , Jan Kofroň