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Related papers: Requirements Engineering Methods: A Classification…

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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

Requirements Engineering (RE) is a critical phase in software development including the elicitation, analysis, specification, and validation of software requirements. Despite the importance of RE, it remains a challenging process due to the…

Software Engineering · Computer Science 2023-11-02 Chetan Arora , John Grundy , Mohamed Abdelrazek

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

Systems that use Machine Learning (ML) have become commonplace for companies that want to improve their products and processes. Literature suggests that Requirements Engineering (RE) can help address many problems when engineering…

Requirements Engineering (RE) is the discipline for identifying, analyzing, as well as ensuring the implementation and delivery of user, technical, and societal requirements. Recently reported issues concerning the acceptance of Artificial…

Artificial Intelligence · Computer Science 2023-02-22 Walid Maalej , Yen Dieu Pham , Larissa Chazette

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

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…

Requirements Engineering (RE) is a critical phase in the software development process that generates requirements specifications from stakeholders' needs. Recently, deep learning techniques have been successful in several RE tasks. However,…

Software Engineering · Computer Science 2024-05-07 Dongming Jin , Zhi Jin , Xiaohong Chen , Chunhui Wang

Requirement Engineering (RE) is the foundation of successful software development. In RE, the goal is to ensure that implemented systems satisfy stakeholder needs through rigorous requirements elicitation, validation, and evaluation…

Software Engineering · Computer Science 2025-10-07 Mateen Ahmed Abbasi , Petri Ihantola , Tommi Mikkonen , Niko Mäkitalo

The future of Requirements Engineering (RE) is increasingly driven by artificial intelligence (AI), reshaping how we elicit, analyze, and validate requirements. Traditional RE is based on labor-intensive manual processes prone to errors and…

Software Engineering · Computer Science 2025-10-30 Mateen Ahmed Abbasi , Petri Ihantola , Tommi Mikkonen , Niko Mäkitalo

Requirements engineering (RE) is considerably different in agile development than in more traditional development processes. Yet, there is little empirical knowledge on the state of the practice and contemporary problems in agile RE. As…

Software Engineering · Computer Science 2017-11-15 Stefan Wagner , Daniel Méndez Fernández , Michael Felderer , Marcos Kalinowski

Requirement Engineering (RE) is a Software Engineering (SE) process of defining, documenting, and maintaining the requirements from a problem. It is one of the most complex processes of SE because it addresses the relation between customer…

Over the last decade, 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 this topic, few…

Software Engineering · Computer Science 2021-08-23 Zhuoqun Yang , Zhi Li , Zhi Jin

Requirements engineering (RE) activities for machine learning (ML) are not well-established and researched in the literature. Many issues and challenges exist when specifying, designing, and developing ML-enabled systems. Adding more focus…

Software Engineering · Computer Science 2022-06-27 Hugo Villamizar , Marcos Kalinowski , Helio lopes

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

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

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

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

The relevance of Requirements Engineering (RE) research to practitioners is vital for a long-term dissemination of research results to everyday practice. Some authors have speculated about a mismatch between research and practice in the RE…

Context: Requirements engineering process improvement (REPI) approaches have gained much attention in research and practice. Goal: So far, there is no comprehensive view on the research in REPI in terms of solutions and current state of…

Software Engineering · Computer Science 2017-11-15 Daniel Méndez Fernández , Saahil Ognawala , Stefan Wagner , Maya Daneva
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