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With the rapid development of deep learning, the implementation of intricate algorithms and substantial data processing have become standard elements of deep learning projects. As a result, the code has become progressively complex as the…

Software Engineering · Computer Science 2025-08-05 Siqi Wang , Xing Hu , Bei Wang , Wenxin Yao , Xin Xia , Xinyu Wang

Refactoring is the art of improving the design of a system without altering its external behavior. Refactoring has become a well established and disciplined software engineering practice that has attracted a significant amount of research…

Software Engineering · Computer Science 2021-03-26 Eman Abdullah AlOmar , Anthony Peruma , Mohamed Wiem Mkaouer , Christian Newman , Ali Ouni , Marouane Kessentini

Developers often refactor code to improve the maintainability and comprehension of the software. There are many studies on refactoring activities in traditional software systems. However, refactoring in data-intensive systems is not well…

Software Engineering · Computer Science 2022-02-08 Biruk Asmare Muse , Foutse Khomh , Giuliano Antoniol

In this paper, we present a tertiary systematic literature review of previous surveys, secondary systematic literature reviews, and systematic mappings. We identify the main observations (what we know) and challenges (what we do not know)…

Software Engineering · Computer Science 2020-08-11 Guilherme Lacerda , Fabio Petrillo , Marcelo Pimenta , Yann Gael Gueheneuc

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

Automated batch refactoring has become a de-facto mechanism to restructure software that may have significant design flaws negatively impacting the code quality and maintainability. Although automated batch refactoring techniques are known…

Software Engineering · Computer Science 2023-06-29 Asif Imran , Tevfik Kosar , Jaroslaw Zola , Muhammed Fatih Bulut

Due to the growing complexity of software systems, there has been a dramatic increase and industry demand for tools and techniques on software refactoring in the last ten years, defined traditionally as a set of program transformations…

Software Engineering · Computer Science 2020-07-07 Chaima Abid , Vahid Alizadeh , Marouane Kessentini , Thiago do Nascimento Ferreira , Danny Dig

Nowadays, software testing professionals are commonly required to develop coding skills to work on test automation. One essential skill required from those who code is the ability to implement code refactoring, a valued quality aspect of…

Software refactoring plays an important role in software engineering. Developers often turn to refactoring when they want to restructure software to improve its quality without changing its external behavior. Studies show that small-scale…

Software Engineering · Computer Science 2022-02-16 James Ivers , Robert L. Nord , Ipek Ozkaya , Chris Seifried , Christopher S. Timperley , Marouane Kessentini

Refactoring is the process of changing a software system in such a way that it does not alter the external behavior of the code yet improves its internal structure. Not only researchers, but also practitioners, need to know about past…

Software Engineering · Computer Science 2018-08-08 Eunjong Choi , Kenji Fujiwara , Norihiro Yoshida , Shinpei Hayashi

Context: Refactoring is the art of modifying the design of a system without altering its behavior. The idea is to reorganize variables, classes and methods to facilitate their future adaptations and comprehension. As the concept of behavior…

Software Engineering · Computer Science 2021-07-23 Eman Abdullah AlOmar , Mohamed Wiem Mkaouer , Christian Newman , Ali Ouni

Refactorings are transformations to improve the code design without changing overall functionality and observable behavior. During the refactoring process of smelly test code, practitioners may struggle to identify refactoring candidates…

Software Engineering · Computer Science 2023-05-08 Luana Martins , Denivan Campos , Railana Santana , Joselito Mota Junior , Heitor Costa , Ivan Machado

Context: Modern code review is a widely employed technique in both industrial and open-source projects, serving to enhance software quality, share knowledge, and ensure compliance with coding standards and guidelines. While code review is…

Software Engineering · Computer Science 2025-01-31 Eman Abdullah AlOmar

Refactoring is the de-facto practice to optimize software health. While several studies propose refactoring strategies to optimize software design through applying design patterns and removing design defects, little is known about how…

Software Engineering · Computer Science 2021-11-16 Eman Abdullah AlOmar , Tianjia Wang , Vaibhavi Raut , Mohamed Wiem Mkaouer , Christian Newman , Ali Ouni

Modern code review is a widely used technique employed in both industrial and open-source projects to improve software quality, share knowledge, and ensure adherence to coding standards and guidelines. During code review, developers may…

Software Engineering · Computer Science 2022-03-29 Eman Abdullah AlOmar , Moataz Chouchen , Mohamed Wiem Mkaouer , Ali Ouni

Context: Securing microservice-based applications is crucial, as many IT companies are delivering their businesses through microservices. If security smells affect microservice-based applications, they can possibly suffer from security…

Software Engineering · Computer Science 2021-04-28 Francisco Ponce , Jacopo Soldani , Hernán Astudillo , Antonio Brogi

Code refactoring is a fundamental software engineering practice aimed at improving code quality and maintainability. Despite its importance, developers often neglect refactoring due to the significant time, effort, and resources it…

Context: Code smells (CS) tend to compromise software quality and also demand more effort by developers to maintain and evolve the application throughout its life-cycle. They have long been catalogued with corresponding mitigating solutions…

Software Engineering · Computer Science 2023-03-07 José Pereira dos Reis , Fernando Brito e Abreu , Glauco de Figueiredo Carneiro , Craig Anslow

This Innovative Practice full paper explores how Large Language Models (LLMs) can enhance the teaching of code refactoring in software engineering courses through real-time, context-aware feedback. Refactoring improves code quality but is…

Software Engineering · Computer Science 2025-08-14 Anshul Khairnar , Aarya Rajoju , Edward F. Gehringer

An essential part of software maintenance and evolution, refactoring is performed by developers, regardless of technology or domain, to improve the internal quality of the system, and reduce its technical debt. However, choosing the…

Software Engineering · Computer Science 2021-10-26 Anthony Peruma , Steven Simmons , Eman Abdullah AlOmar , Christian D. Newman , Mohamed Wiem Mkaouer , Ali Ouni
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