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Requirements Engineering in Machine Learning Projects

open access: yesIEEE Access, 2023
Over the last decade, machine learning methods have revolutionized a large number of domains and provided solutions to many problems that people could hardly solve in the past. The availability of large amounts of data, powerful processing architectures,
Ana Gjorgjevikj   +3 more
doaj   +1 more source

Heterogeneous Cross-Project Defect Prediction via Optimal Transport

open access: yesIEEE Access, 2023
Heterogeneous cross-project defect prediction (HCPDP) aims to learn a prediction model from a heterogeneous source project and then apply the model to a target project.
Xing Zong   +5 more
doaj   +1 more source

Guidelines for conducting and reporting case study research in software engineering

open access: yesEmpirical Software Engineering, 2009
Case study is a suitable research methodology for software engineering research since it studies contemporary phenomena in its natural context. However, the understanding of what constitutes a case study varies, and hence the quality of the resulting ...
P. Runeson, Martin Höst
semanticscholar   +1 more source

Topic modeling in software engineering research

open access: yesEmpirical Software Engineering, 2021
Topic modeling using models such as Latent Dirichlet Allocation (LDA) is a text mining technique to extract human-readable semantic “topics” (i.e., word clusters) from a corpus of textual documents.
Camila Costa Silva   +2 more
semanticscholar   +1 more source

A Systematic Literature Review on the Use of Deep Learning in Software Engineering Research [PDF]

open access: yesACM Transactions on Software Engineering and Methodology, 2020
An increasingly popular set of techniques adopted by software engineering (SE) researchers to automate development tasks are those rooted in the concept of Deep Learning (DL).
Cody Watson   +4 more
semanticscholar   +1 more source

A Comparison of Natural Language Understanding Platforms for Chatbots in Software Engineering [PDF]

open access: yesIEEE Transactions on Software Engineering, 2020
Chatbots are envisioned to dramatically change the future of Software Engineering, allowing practitioners to chat and inquire about their software projects and interact with different services using natural language.
Ahmad Abdellatif   +3 more
semanticscholar   +1 more source

Rapid Reviews in Software Engineering [PDF]

open access: yesContemporary Empirical Methods in Software Engineering, 2020
Integrating research evidence into practice is one of the main goals of evidence-based software engineering (EBSE). Secondary studies, one of the main EBSE products, are intended to summarize the “best” research evidence and make them easily consumable ...
Bruno Cartaxo, G. Pinto, S. Soares
semanticscholar   +1 more source

Software Quality Models: A Comprehensive Review and Analysis [PDF]

open access: yesJournal of Electrical and Computer Engineering Innovations, 2017
Background and Objectives: One of the major challenges in software engineering is how to respond to the desolate state of high-quality software development in a timely and cost-effective manner. Many studies have been conducted in an attempt to formalize
M. Sadeghzadeh Hemayati, H. Rashidi
doaj   +1 more source

Brief review of classical Effort Estimation models for Software development projects

open access: yesSelecciones Matemáticas, 2023
A critical synthesis on the most representative models for software development project effort estimation is provided. This work is a basis for a discussion about the methodological and practical challenges which entail the effort estimation field ...
Diego Bravo-Estrada, Roxana López-Cruz
doaj   +1 more source

Explainable AI for Software Engineering [PDF]

open access: yesInternational Conference on Automated Software Engineering, 2020
The success of software engineering projects largely depends on complex decision-making. For example, which tasks should a developer do first, who should perform this task, is the software of high quality, is a software system reliable and resilient ...
C. Tantithamthavorn   +2 more
semanticscholar   +1 more source

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