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Related papers: Domain Knowledge in Requirements Engineering: A Sy…

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Requirements Engineering (RE) focuses on eliciting, modelling, and analyzing the requirements and environment of a system-to-be in order to design its specification. The design of the specification, usually called the Requirements Problem…

Software Engineering · Computer Science 2015-07-23 Ivan Jureta

Many machine learning algorithms have been developed in recent years to enhance the performance of a model in different aspects of artificial intelligence. But the problem persists due to inadequate data and resources. Integrating knowledge…

Machine Learning · Computer Science 2022-12-13 Himel Das Gupta , Victor S. Sheng

Reinforcement Learning (RL) provides a framework in which agents can be trained, via trial and error, to solve complex decision-making problems. Learning with little supervision causes RL methods to require large amounts of data, rendering…

Machine Learning · Computer Science 2024-11-22 Sergio A. Serrano , Jose Martinez-Carranza , L. Enrique Sucar

We present a survey of ways in which domain-knowledge has been included when constructing models with neural networks. The inclusion of domain-knowledge is of special interest not just to constructing scientific assistants, but also, many…

Neural and Evolutionary Computing · Computer Science 2021-03-16 Tirtharaj Dash , Sharad Chitlangia , Aditya Ahuja , Ashwin Srinivasan

Software-intensive projects are specified and modeled using domain terminology. Knowledge of the domain terminology is necessary for performing many Software Engineering tasks such as impact analysis, compliance verification, and safety…

Software Engineering · Computer Science 2018-08-16 Jin L. C. Guo , Natawut Monaikul , Jane Cleland-Huang

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

[Context and Motivation] Several studies have investigated attributes of great software practitioners. However, the investigation of such attributes is still missing in Requirements Engineering (RE). The current knowledge on attributes of…

Software Engineering · Computer Science 2024-11-05 Larissa Barbosa , Sávio Freire , Rita S. P. Maciel , Manoel Mendonça , Marcos Kalinowski , Zadia Codabux , Rodrigo Spínola

[Background.] Empirical research in requirements engineering (RE) is a constantly evolving topic, with a growing number of publications. Several papers address this topic using literature reviews to provide a snapshot of its "current" state…

Software Engineering · Computer Science 2023-06-30 Oliver Karras , Felix Wernlein , Jil Klünder , Sören Auer

Growth of the older adult population has led to an increasing interest in technology-supported aged care. However, the area has some challenges such as a lack of caregivers and limitations in understanding the emotional, social, physical,…

Software Engineering · Computer Science 2024-11-07 Yuqing Xiao , John Grundy , Anuradha Madugalla

In large-scale automotive companies, various requirements engineering (RE) practices are used across teams. RE practices manifest in Requirements Information Models (RIM) that define what concepts and information should be captured for…

Software Engineering · Computer Science 2020-01-07 Rebekka Wohlrab , Eric Knauss , Patrizio Pelliccione

The activities of requirements engineering and software testing are intrinsically related to each other, as these two areas are linked when seeking to specify and also ensure the expectations of a software product, with quality and on time.…

Software Engineering · Computer Science 2023-04-27 Thalia S. Santana , Taciana N. Kudo , Renato F. Bulcão-Neto

Context: Over the last decade, software researchers and engineers have developed a vast body of methodologies and technologies in requirements engineering for self-adaptive systems. Although existing studies have explored various aspects of…

Software Engineering · Computer Science 2017-06-29 Zhuoqun Yang , Zhi Li , Zhi Jin , He Zhang

High-quality requirements minimize the risk of propagating defects to later stages of the software development life cycle. Achieving a sufficient level of quality is a major goal of requirements engineering. This requires a clear definition…

Software Engineering · Computer Science 2023-09-20 Julian Frattini , Lloyd Montgomery , Jannik Fischbach , Daniel Mendez , Davide Fucci , Michael Unterkalmsteiner

Requirements engineering (RE) in the space industry is inherently complex, demanding high precision, alignment with rigorous standards, and adaptability to mission-specific constraints. Smaller space organisations and new entrants often…

Software Engineering · Computer Science 2025-07-11 Chetan Arora , Fanyu Wang , Chakkrit Tantithamthavorn , Aldeida Aleti , Shaun Kenyon

Requirements engineering is a knowledge intensive process and crucial for the success of engineering projects. The field of knowledge-based requirements engineering (KBRE) aims to support engineers by providing knowledge to assist in the…

Software Engineering · Computer Science 2024-11-19 Lasse M. Reinpold , Marvin Schieseck , Lukas P. Wagner , Felix Gehlhoff , Alexander Fay

Domain experts are increasingly employing machine learning to solve their domain-specific problems. This article presents six key challenges that a domain expert faces in transforming their problem into a computational workflow, and then…

Software Engineering · Computer Science 2023-12-27 Bentley James Oakes , Michalis Famelis , Houari Sahraoui

For many years, we have observed industry struggling in defining a high quality requirements engineering (RE) and researchers trying to understand industrial expectations and problems. Although we are investigating the discipline with a…

Software Engineering · Computer Science 2016-11-30 D. Méndez Fernández , S. Wagner

Completeness is one of the most important attributes of software requirement specifications. Unfortunately, incompleteness is meanwhile one of the most difficult problems to detect. Some approaches have been proposed to detect missing…

Software Engineering · Computer Science 2022-08-16 Ziyan Zhao , Li Zhang , Xiaoli Lian

Large language model agents demonstrate expert-level reasoning, yet consistently fail on enterprise-specific tasks due to missing domain knowledge -- terminology, operational procedures, system interdependencies, and institutional decisions…

Artificial Intelligence · Computer Science 2026-03-17 Raj Navakoti , Saideep Navakoti

Research organisations and their research outputs have been growing considerably in the past decades. This large body of knowledge attracts various stakeholders, e.g., for knowledge sharing, technology transfer, or potential collaborations.…

Digital Libraries · Computer Science 2024-04-05 Gautam Kishore Shahi , Oliver Hummel