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Test smells reduce test suite reliability and complicate maintenance. While many methods detect test smells, few support automated removal, and most rely on static analysis or machine learning. This study evaluates models with relatively…

Software Engineering · Computer Science 2025-11-20 Rian Melo , Pedro Simões , Rohit Gheyi , Marcelo d'Amorim , Márcio Ribeiro , Gustavo Soares , Eduardo Almeida , Elvys Soares

Objective: This research explores using crowdsourcing for software usability evaluation. Background: Usability studies are essential for designing user-friendly software, but traditional methods are often costly and time-consuming.…

Software Engineering · Computer Science 2024-08-14 Muhammad Nasir

CONTEXT: There has been a rapid growth in the use of data analytics to underpin evidence-based software engineering. However the combination of complex techniques, diverse reporting standards and poorly understood underlying phenomena are…

Software Engineering · Computer Science 2019-04-16 Tim Menzies , Martin Shepperd

Nowadays, modern applications are developed using components written in different programming languages. These systems introduce several advantages. However, as the number of languages increases, so does the challenges related to the…

Software Engineering · Computer Science 2021-01-18 Mouna Abidi , Md Saidur Rahman , Moses Openja , Foutse Khomh

Programming problems can be solved in a multitude of functionally correct ways, but the quality of these solutions (e.g. readability, maintainability) can vary immensely. When code quality is poor, symptoms emerge in the form of 'code…

Software Engineering · Computer Science 2024-03-11 Ivan Tan , Christopher M. Poskitt

Retrospective meetings play a vital role in agile development by facilitating team reflection on past work to enhance effectiveness. These meetings address various social aspects, including team dynamics, individual performance, processes,…

Software Engineering · Computer Science 2025-02-27 Carlos Dantas , Tiago Massoni , Camila Sarmento , Rayana Rocha , Danielly Gualberto

Dependencies between modules can trigger ripple effects when changes are made, making maintenance complex and costly, so minimizing these dependencies is crucial. Consequently, understanding what drives dependencies is important. One…

Software Engineering · Computer Science 2026-03-05 Zushuai Zhang , Elliott Wen , Ewan Tempero

In this study, we explore advanced strategies for enhancing software quality by detecting and refactoring data clumps, special types of code smells. Our approach transcends the capabilities of integrated development environments, utilizing…

Software Engineering · Computer Science 2024-03-07 Nils Baumgartner , Elke Pulvermüller

Context: Logging is an important part of modern software projects; logs are used in several tasks such as debugging and testing. Due to the complex nature of logging, it remains a difficult task with several pitfalls that could have serious…

Software Engineering · Computer Science 2026-03-11 Nyyti Saarimäki , Donghwan Shin , Domenico Bianculli

JavaScript has been consistently among the most popular programming languages in the past decade. However, its dynamic, weakly-typed, and asynchronous nature can make it challenging to write maintainable code for developers without in-depth…

Cryptography and Security · Computer Science 2024-12-02 Vikas Kambhampati , Nehaz Hussain Mohammed , Amin Milani Fard

Architectural smells such as God Class, Cyclic Dependency, and Hub-like Dependency degrade software quality and maintainability. Existing tools detect such smells but rarely suggest how to fix them. This paper explores the use of…

Software Engineering · Computer Science 2025-07-22 Samal Nursapa , Anastassiya Samuilova , Alessio Bucaioni , Phuong T. Nguyen

Recently, there has been a burst in the number of research projects on human computation via crowdsourcing. Multiple choice (or labeling) questions could be referred to as a common type of problem which is solved by this approach. As an…

Artificial Intelligence · Computer Science 2014-09-04 Jafar Muhammadi , Hamid Reza Rabiee , Abbas Hosseini

Modern, state-of-the-art deep learning approaches yield human like performance in numerous object detection and classification tasks. The foundation for their success is the availability of training datasets of substantially high quantity,…

Mobile apps have become essential of our daily lives, making code quality a critical concern for developers. Behavioural code smells are characteristics in the source code that induce inappropriate code behaviour during execution, which…

Software Engineering · Computer Science 2026-04-14 Houcine Abdelkader Cherief , Florent Avellaneda , Naouel Moha

Automated deployment and management of Cloud applications relies on descriptions of their deployment topologies, often referred to as Infrastructure Code. As the complexity of applications and their deployment models increases, developers…

The unprecedented demand for large amount of data has catalyzed the trend of combining human insights with machine learning techniques, which facilitate the use of crowdsourcing to enlist label information both effectively and efficiently.…

Machine Learning · Statistics 2018-06-26 Yao Zhou , Jingrui He

Test smells are coding issues that typically arise from inadequate practices, a lack of knowledge about effective testing, or deadline pressures to complete projects. The presence of test smells can negatively impact the maintainability and…

Software Engineering · Computer Science 2024-07-31 Keila Lucas , Rohit Gheyi , Elvys Soares , Márcio Ribeiro , Ivan Machado

Similarly to production code, code smells also occur in test code, where they are called test smells. Test smells have a detrimental effect not only on test code but also on the production code that is being tested. To date, the majority of…

Software Engineering · Computer Science 2021-08-11 Tongjie Wang , Yaroslav Golubev , Oleg Smirnov , Jiawei Li , Timofey Bryksin , Iftekhar Ahmed

Refactoring is one of the most important activities in software engineering which is used to improve the quality of a software system. With the advancement of deep learning techniques, researchers are attempting to apply deep learning…

Software Engineering · Computer Science 2024-05-01 Bridget Nyirongo , Yanjie Jiang , He Jiang , Hui Liu

As crowdsourcing emerges as an efficient and cost-effective method for obtaining labels for machine learning datasets, it is important to assess the quality of crowd-provided data, so as to improve analysis performance and reduce biases in…

Human-Computer Interaction · Computer Science 2025-06-26 Yang Ba , Michelle V. Mancenido , Erin K. Chiou , Rong Pan
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