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Today, many industrial processes are undergoing digital transformation, which often requires the integration of well-understood domain models and state-of-the-art machine learning technology in business processes. However, requirements…

Software Engineering · Computer Science 2022-10-04 Zhongyi Pei , Lin Liu , Chen Wang , Jianmin Wang

Machine learning (ML) is used increasingly in real-world applications. In this paper, we describe our ongoing endeavor to define characteristics and challenges unique to Requirements Engineering (RE) for ML-based systems. As a first step,…

Machine Learning · Computer Science 2019-08-14 Andreas Vogelsang , Markus Borg

Teaching industry staff on cybersecurity issues is a fundamental activity that must be undertaken in order to guarantee the delivery of successful and robust products to market. Much research attention has been devoted to this topic over…

Software Engineering · Computer Science 2021-01-07 Tiago Espinha Gasiba , Kristian Beckers , Santiago Suppan , Filip Rezabek

Model-based engineering promises to boost productivity and quality of complex systems development. In the context of safety-critical systems, a traditionally highly regulated and conservative domain, the use of models gained importance in…

Software Engineering · Computer Science 2021-06-07 Marc Zeller , Daniel Ratiu , Kai Hoefig

Recent advances in large pretrained models have led to their widespread integration as core components in modern software systems. The trend is expected to continue in the foreseeable future. Unlike traditional software systems governed by…

Software Engineering · Computer Science 2025-07-18 Dongming Jin , Zhi Jin , Linyu Li , Xiaohong Chen

Specifying data requirements for machine learning (ML) software systems remains a challenge in requirements engineering (RE). This vision paper explores causal modelling as an RE activity that allows the systematic integration of prior…

Software Engineering · Computer Science 2025-04-24 Hans-Martin Heyn , Yufei Mao , Roland Weiss , Eric Knauss

Requirements engineering plays a critical role in developing software systems. One of the most difficult tasks in this process is identifying functional requirements. A critical problem in many projects is missing requirements until late in…

Software Engineering · Computer Science 2020-04-02 Sabah Al-Fedaghi

The overall objective of Requirements Engineering is to specify, in a systematic way, a system that satisfies the expectations of its stakeholders. Despite tremendous effort in the field, recent studies demonstrate this is objective is not…

Software Engineering · Computer Science 2017-11-28 Corentin Burnay , Ivan Jureta

There is a growing demand for software engineering education (SEE) for professionals because of the increasing demand, active evolution of the technological landscape, and changes in the skills required by the practice. Integrating…

Software Engineering · Computer Science 2026-03-11 Oleksandr Kosenkov , Konstantin Blaschke , Tony Gorschek , Michael Unterkalmsteiner , Oleksandr Adamov , Davide Fucci

In this paper, we discuss an approach to system requirements engineering, which is based on using models of the responsibilities assigned to agents in a multi-agency system of systems. The responsibility models serve as a basis for…

Software Engineering · Computer Science 2012-09-25 Ian Sommerville , Russell Lock , Tim Storer

Legacy software systems typically include vital data for organizations that use them and should thus to be regularly maintained. Ideally, organizations should rely on Requirements Engineers to understand and manage changes of stakeholder…

Software Engineering · Computer Science 2020-10-28 Yen Dieu Pham , Lloyd Montgomery , Walid Maalej

Using models for requirements engineering (RE) is uncommon in systems engineering, despite the widespread use of model-based engineering in general. One reason for this lack of use is that formal models do not match well the trend to move…

Software Engineering · Computer Science 2022-09-07 Grischa Liebel , Eric Knauss

In requirements engineering for recommender systems, software engineers must identify the data that drives the recommendations. This is a labor-intensive task, which is error-prone and expensive. One possible solution to this problem is the…

Software Engineering · Computer Science 2016-02-25 Ivens Portugal , Paulo Alencar , Donald Cowan

Background: Software project management activities help to introduce software process models in Software Engineering courses. However, these activities should be adequately aligned with the learning outcomes and support student's…

Software Engineering · Computer Science 2021-01-21 Javier Gonzalez-Huerta , Jefferson Seide Molleri , Aivars Šablis , Ehsan Zabardast

In the recent years, machine learning has made great advancements that have been at the root of many breakthroughs in different application domains. However, it is still an open issue how make them applicable to high-stakes or…

Machine Learning · Computer Science 2024-02-05 Eleonora Giunchiglia , Fergus Imrie , Mihaela van der Schaar , Thomas Lukasiewicz

This paper discusses a model-based approach to validate software requirements in agile development processes by simulation and in particular automated testing. The use of models as central development artifact needs to be added to the…

Software Engineering · Computer Science 2014-09-24 Jewgenij Botaschanjan , Markus Pister , Bernhard Rumpe

Effective Requirements Engineering is a crucial activity in softwareintensive development projects. The human-centric working mode of Design Thinking is considered a powerful way to complement such activities when designing innovative…

Software Engineering · Computer Science 2021-12-13 Jennifer Hehn , Daniel Mendez

Research shows that many of the challenges currently encountered with agile development are related to requirements engineering. Based on design science research, this paper investigates critical challenges that arise in agile development…

Software Engineering · Computer Science 2024-05-30 Amna Pir Muhammad , Eric Knauss , Odzaya Batsaikhan , Nassiba El Haskouri , Yi-Chun Lin , Alessia Knauss

This paper presents a framework that guides the requirements engineer in the implementation and execution of an effective requirements generation process. We achieve this goal by providing a well-defined requirements engineering model and a…

Software Engineering · Computer Science 2016-11-18 Lester Lobo , James D. Arthur

In the international standard for system and software engineering ISO/IEC/IEEE 15288: 2015, the output of the stakeholder needs and the business or mission analysis technical processes are transformed into a technical view of the system by…

Software Engineering · Computer Science 2023-02-14 Siyuan Ji , Charles E. Dickerson , Michael Wilkinson
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