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Various stakeholders with different backgrounds are involved in Smart City projects. These stakeholders define the project goals, e.g., based on participative approaches, market research or innovation management processes. To realize these…

Software Engineering · Computer Science 2022-01-19 Carsten Wiecher , Philipp Tendyra , Carsten Wolff

With the increasing number of created and deployed prediction models and the complexity of machine learning workflows we require so called model management systems to support data scientists in their tasks. In this work we describe our…

Machine Learning · Computer Science 2021-07-30 Florian Bachinger , Gabriel Kronberger

Requirements engineering aims to fulfill a purpose, i.e., inform subsequent software development activities about stakeholders' needs and constraints that must be met by the system under development. The quality of requirements artifacts…

Software Engineering · Computer Science 2025-01-08 Julian Frattini , Jannik Fischbach , Davide Fucci , Michael Unterkalmsteiner , Daniel Mendez

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

Existing procedures for model validation have been deemed inadequate for many engineering systems. The reason of this inadequacy is due to the high degree of complexity of the mechanisms that govern these systems. It is proposed in this…

Artificial Intelligence · Computer Science 2007-05-23 A. Guergachi

Fatal accidents are a major issue hindering the wide acceptance of safety-critical systems that employ machine learning and deep learning models, such as automated driving vehicles. In order to use machine learning in a safety-critical…

Software Engineering · Computer Science 2019-08-23 Hiroshi Kuwajima , Hirotoshi Yasuoka , Toshihiro Nakae

The development of high-quality software or software-intensive systems requires custom-tailored process models that fit the organizational and project goals as well as the development contexts. These models are a necessary prerequisite for…

Software Engineering · Computer Science 2014-01-20 Jürgen Münch

In this paper, an attempt is made to systematically discuss the development of simulation systems for manufacturing system design. General requirements on manufacturing simulators are formulated and a framework to address the requirements…

Computational Engineering, Finance, and Science · Computer Science 2007-05-23 V. V. Kryssanov , V. A. Abramov , H. Hibino , Y. Fukuda

The integration of Large Language Models (LLMs) in Requirements Engineering (RE) education is reshaping pedagogical approaches, seeking to enhance student engagement and motivation while providing practical tools to support their…

Software Engineering · Computer Science 2025-12-01 Sharon Guardado , Risha Parveen , Zheying Zhang , Maruf Rayhan , Nirnaya Tripathi

Requirements engineering is crucial to software development but lacks a precise definition of its fundamental concepts. Even the basic definitions in the literature and in industry standards are often vague and verbose. To remedy this…

Software Engineering · Computer Science 2019-07-12 Bertrand Meyer , Jean-Michel Bruel , Sophie Ebersold , Florian Galinier , Alexandr Naumchev

[Context & Motivation] Adaptive systems are an important research area. The dominant reason for adaptivity in systems are changes in the environment. Thus, it is an important question how to model the environment and how to determine the…

Software Engineering · Computer Science 2020-11-17 Fabian Kneer , Erik Kamsties , Klaus Schmid

This report describes de design of an experiment that intends to compare two variants of a modeldriven system development method, so as to assess the impact of requirements engineering practice in the quality of the conceptual models. The…

Software Engineering · Computer Science 2011-11-03 Sergio España , Nelly Condori , Roel Wieringa , Arturo González , Óscar Pastor

In this paper, we introduce the concept of the research practice gap as it is perceived in the field of software requirements engineering. An analysis of this gap has shown that two key causes for the research-practice gap are lack of…

Software Engineering · Computer Science 2014-07-17 Andrew M. Connor , Jim Buchan , Krassie Petrova

Machine Learning (ML) has been integrated into various software and systems. Two main components are essential for training an ML model: the training data and the ML algorithm. Given the critical role of data in ML system development, it…

Software Engineering · Computer Science 2025-08-27 Asma Yamani , Nadeen AlAmoudi , Salma Albilali , Malak Baslyman , Jameleddine Hassine

This paper identifies and tackles the challenges of the requirements engineering discipline when applied to development of AI-based complex systems. Due to their complex behaviour, there is an immanent need for a tailored development…

Software Engineering · Computer Science 2019-09-02 Hrvoje Belani , Marin Vuković , Željka Car

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

For a long time, it has been recognized that the software industry has a demand for students who are well grounded in design competencies and who are ready to contribute to a project with little additional training. In response to the…

Software Engineering · Computer Science 2024-12-09 Luiz Fernando Capretz

Predictive models are one of the most important techniques that are widely applied in many areas of software engineering. There have been a large number of primary studies that apply predictive models and that present well-preformed studies…

Software Engineering · Computer Science 2020-08-11 Yanming Yang , Xin Xia , David Lo , Tingting Bi , John Grundy , Xiaohu Yang

Requirements Engineering (RE) has established itself as a software engineering discipline during the past decades. While researchers have been investigating the RE discipline with a plethora of empirical studies, attempts to systematically…

The ability to develop, use, and refine models of experimental systems is a nationally recognized learning outcome for undergraduate physics lab courses. However, no assessments of students' model-based reasoning exist for upper-division…