A deep learning framework for non-functional requirement classification [PDF]
Scientific ReportsAnalyzing, identifying, and classifying nonfunctional requirements from requirement documents is time-consuming and challenging. Machine learning-based approaches have been proposed to minimize analysts’ efforts, labor, and stress.
Kiramat Rahman +3 more
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Are "non-functional" requirements really non-functional? [PDF]
Proceedings of the 38th International Conference on Software Engineering, 2016 Non-functional requirements (NFRs) are commonly distinguished from functional requirements by differentiating how the system shall do something in contrast to what the system shall do. This distinction is not only prevalent in research, but also influences how requirements are handled in practice.
Jonas Eckhardt +2 more
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One- and Two-Phase Software Requirement Classification Using Ensemble Deep Learning
Entropy, 2021 Recently, deep learning (DL) has been utilized successfully in different fields, achieving remarkable results. Thus, there is a noticeable focus on DL approaches to automate software engineering (SE) tasks such as maintenance, requirement extraction, and
Nouf Rahimi +2 more
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Non Functional Requirements Identification and Classification Using Transfer Learning Model
IEEE Access, 2023 In this research study, we address the critical task of identifying and classifying non-functional requirements (NFRs) in software development. NFRs, described in the software requirements specification (SRS) document, offer a comprehensive system view ...
Muhammad Amin Khan +4 more
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Checklist Approach for the Development of Educational Applications by Novice Software Developers
IEEE Access, 2023 Innovation and challenges are significant factors that lead to the improvement in technology involving various sectors, including the educational field. New methods and techniques have been introduced in teaching and learning among learners and educators.
Norzila Ngadiman +4 more
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Mining Non-Functional Requirements using Machine Learning Techniques [PDF]
e-Informatica Software Engineering Journal, 2021 Background: Non-Functional Requirements (NFR) have a direct impact on the architecture of the system, thus it is essential to identify NFRs in the initial phases of software development.
Rajni Jindal +3 more
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Classification of Non-Functional Requirements From IoT Oriented Healthcare Requirement Document
Frontiers in Public Health, 2022 Internet of Things (IoT) involves a set of devices that aids in achieving a smart environment. Healthcare systems, which are IoT-oriented, provide monitoring services of patients' data and help take immediate steps in an emergency.
Iqra Khurshid +6 more
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Prioritization of non-functional requirements in a mobile application for panic button system using neutrosophic decision maps [PDF]
Neutrosophic Sets and Systems, 2020 Several countries around the world have implemented systems to preserve public safety. Taking advantage of technological advances that are available to all citizens, in Ecuador it has been implemented a system called panic button, which consists of a ...
Marco Antonio Checa Cabrera +3 more
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Visualizing non-functional requirements [PDF]
2006 First International Workshop on Requirements Engineering Visualization (REV'06 - RE'06 Workshop), 2006 Information systems can be visualized with many tools. Typically these tools present functional artifacts from various phases of the development life-cycle; these include requirements models, architecture and design diagrams, and implementation code. The syntactic structures of these artifacts are often presented in a textual language using symbols, or
Neil Ernst, Yijun Yu, John Mylopoulos
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CO2 Emission Efficiency as a Measurable Non-Functional Requirement: An Emission Estimation Framework
IEEE Access, 2022 Environmental concerns and the impact of technology on climate change are now a global concern. To this effect, reducing CO2 emission is one of the factors that has been the focus of researchers, activists, and governments.
Behrad Babaee +2 more
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