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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

Angular is one of the most widely adopted frameworks for developing large-scale, dynamic web applications. As projects increase in scope and complexity, developers face growing challenges in managing architecture and maintaining clean,…

Software Engineering · Computer Science 2026-05-01 Maykon Nunes , Emanuel Coutinho , Carla Bezerra , Ivan Machado

Simulation modelling systems are routinely used to test or understand real-world scenarios in a controlled setting. They have found numerous applications in scientific research, engineering, and industrial operations. Due to their complex…

Software Engineering · Computer Science 2024-09-09 Riasat Mahbub , Mohammad Masudur Rahman , Muhammad Ahsanul Habib

Code smells indicate the potential problems of software quality so that developers can identify refactoring opportunities by detecting code smells. State-of-the-art approaches leverage heuristics, machine learning, and deep learning to…

Software Engineering · Computer Science 2024-02-19 Haiyang Liu , Yang Zhang , Vidya Saikrishna , Quanquan Tian , Kun Zheng

Code smells are symptoms of poor design quality. Since code review is a process that also aims at improving code quality, we investigate whether and how code review influences the severity of code smells. In this study, we analyze more than…

Software Engineering · Computer Science 2019-12-24 Luca Pascarella , Davide Spadini , Fabio Palomba , Alberto Bacchelli

Context: Test smells are symptoms of sub-optimal design choices adopted when developing test cases. Previous studies have proved their harmfulness for test code maintainability and effectiveness. Therefore, researchers have been proposing…

Software Engineering · Computer Science 2022-08-17 Valeria Pontillo , Dario Amoroso d'Aragona , Fabiano Pecorelli , Dario Di Nucci , Filomena Ferrucci , Fabio Palomba

A code smell is a surface indicator of an inherent problem in the system, most often due to deviation from standard coding practices on the developers part during the development phase. Studies observe that code smells made the code more…

Software Engineering · Computer Science 2021-08-11 Himanshu Gupta , Abhiram Anand Gulanikar , Lov Kumar , Lalita Bhanu Murthy Neti

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

Test smells are known as bad development practices that reflect poor design and implementation choices in software tests. Over the last decade, test smells were heavily studied to measure their prevalence and impacts on test…

Software Engineering · Computer Science 2021-11-04 Renaud Rwemalika , Sarra Habchi , Mike Papadakis , Yves Le Traon , Marie-Claude Brasseur

Large Language Models (LLMs) have shown significant potential in automating software engineering tasks, particularly in code generation. However, current evaluation benchmarks, which primarily focus on accuracy, fall short in assessing the…

Software Engineering · Computer Science 2025-01-22 Alejandro Velasco , Daniel Rodriguez-Cardenas , Luftar Rahman Alif , David N. Palacio , Denys Poshyvanyk

Large Language Models (LLMs) have gained massive popularity in recent years and are increasingly integrated into software systems for diverse purposes. However, poorly integrating them in source code may undermine software system quality.…

Software Engineering · Computer Science 2025-12-29 Brahim Mahmoudi , Zacharie Chenail-Larcher , Naouel Moha , Quentin Stiévenart , Florent Avellaneda

Software design smells are design attributes which violate the fundamental design principles. Design smells are a key cause of design debt. Although the activities of design smell identification and measurement are predominantly considered…

Software Engineering · Computer Science 2019-10-15 Asif Imran , Tevfik Kosar

Background: Defect prediction in software can be highly beneficial for development projects, when prediction is highly effective and defect-prone areas are predicted correctly. One of the key elements to gain effective software defect…

Software Engineering · Computer Science 2017-03-21 Jarosław Hryszko , Lech Madeyski , Marta Dąbrowska , Piotr Konopka

While a substantial body of prior research has investigated the form and nature of production code, comparatively little attention has examined characteristics of test code, and, in particular, test smells in that code. In this paper, we…

Software Engineering · Computer Science 2021-03-30 Amjed Tahir , Steve Counsell , Stephen G. MacDonell

The identification of code smells is largely recognized as a subjective task. Consequently, the automated detection tools available are insufficient to deal with the whole subjectivity involved in the task, requiring human validation.…

Software Engineering · Computer Science 2021-10-07 Luiz Felipi Junionello , Rafael de Mello

As Deep learning (DL) systems continuously evolve and grow, assuring their quality becomes an important yet challenging task. Compared to non-DL systems, DL systems have more complex team compositions and heavier data dependency. These…

The low cost and rapid provisioning capabilities have made open-source cloud a desirable platform to launch industrial applications. However, as open-source cloud moves towards maturity, it still suffers from quality issues like code…

Software Engineering · Computer Science 2023-07-25 Raj Narendra Shah , Sameer Ahmed Mohamed , Asif Imran , Tevfik Kosar

With the continuous growth of the internet market, games are becoming more and more popular worldwide. However, increased market competition for game demands developers to write more efficient games in terms of performance, security, and…

Software Engineering · Computer Science 2020-02-17 Vartika Agrahari , Sridhar Chimalakonda

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

Code smells indicate software design problems that harm software quality. Data-intensive systems that frequently access databases often suffer from SQL code smells besides the traditional smells. While there have been extensive studies on…

Software Engineering · Computer Science 2022-01-10 Biruk Asmare Muse , Mohammad Masudur Rahman , Csaba Nagy , Anthony Cleve , Foutse Khomh , Giuliano Antoniol