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Cloud-based software-as-a-service (SaaS) have gained popularity due to their low cost and elasticity. However, like other software, SaaS applications suffer from code smells, which can drastically affect functionality and resource usage.…

Software Engineering · Computer Science 2020-08-17 Asif Imran , Tevfik Kosar

Refactoring is the practice of improving software quality without altering its external behavior. Developers intuitively refactor their code for multiple purposes, such as improving program comprehension, reducing code complexity, dealing…

Computers and Society · Computer Science 2023-11-21 Eman Abdullah AlOmar , Mohamed Wiem Mkaouer , Ali Ouni

Refactoring is a critical task in software maintenance, and is usually performed to enforce better design and coding practices, while coping with design defects. The Extract Method refactoring is widely used for merging duplicate code…

Producing code of good quality is an essential skill in software development. Code quality is an aspect of software quality that concerns the directly observable properties of code, such as decomposition, modularization, and code flow. Code…

Software Engineering · Computer Science 2024-11-06 Eduardo Carneiro Oliveira , Hieke Keuning , Johan Jeuring

User Interfaces (UIs) intensively rely on event-driven programming: widgets send UI events, which capture users' interactions, to dedicated objects called controllers. Controllers use several UI listeners that handle these events to produce…

Software Engineering · Computer Science 2018-05-29 Arnaud Blouin , Valéria Lelli , Benoit Baudry , Fabien Coulon

Code Smell, similar to a bad smell, is a surface indication of something tainted but in terms of software writing practices. This metric is an indication of a deeper problem lies within the code and is associated with an issue which is…

Software Engineering · Computer Science 2021-08-11 Himanshu Gupta , Tanmay G. Kulkarni , Lov Kumar , Lalita Bhanu Murthy Neti , Aneesh Krishna

Deep learning is widely used to uncover hidden patterns in large code corpora. To achieve this, constructing a format that captures the relevant characteristics and features of source code is essential. Graph-based representations have…

Software Engineering · Computer Science 2024-02-01 Mootez Saad , Tushar Sharma

Automated source code refactoring, particularly extract method refactoring, is a crucial and frequently employed technique during software development. Despite its importance and frequent use by practitioners, current automated techniques…

Software Engineering · Computer Science 2024-12-25 Indranil Palit , Tushar Sharma

Code smell is a great challenge in software refactoring, which indicates latent design or implementation flaws that may degrade the software maintainability and evolution. Over the past of decades, the research on code smell has received…

Software Engineering · Computer Science 2026-04-21 Hanyu Zhang , Tomoji Kishi

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

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

Code smells and software vulnerabilities both increase maintenance cost, yet they are often handled by separate tools that miss structural context and produce noisy warnings. This paper presents The Code Whisperer, a hybrid framework that…

Software Engineering · Computer Science 2026-04-16 Mohammad Baqar , Raji Rustamov , Alexander Hughes

Test smells arise from poor design practices and insufficient domain knowledge, which can lower the quality of test code and make it harder to maintain and update. Manually refactoring test smells is time-consuming and error-prone,…

Software Engineering · Computer Science 2025-02-12 Yi Gao , Xing Hu , Xiaohu Yang , Xin Xia

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

Refactoring is an important activity that is frequently performed in software development, and among them, Extract Method is known to be one of the most frequently performed refactorings. The existing techniques for recommending Extract…

Software Engineering · Computer Science 2021-08-31 Jinto Yamanaka , Yasuhiro Hayase , Toshiyuki Amagasa

Decisions on which classes to refactor are fraught with difficulty. The problem of identifying candidate classes becomes acute when confronted with large systems comprising hundreds or thousands of classes. In this paper, we describe a…

Software Engineering · Computer Science 2007-05-23 Richard Wheeldon , Steve Counsell

Context: Security is vital to software developed for commercial or personal use. Although more organizations are realizing the importance of applying secure coding practices, in many of them, security concerns are not known or addressed…

Software Engineering · Computer Science 2020-11-02 Kazi Zakia Sultana , Zadia Codabux , Byron Williams

Fault-proneness is an indication of programming errors that decreases software quality and maintainability. On the contrary, code smell is a symptom of potential design problems which has impact on fault-proneness. In the literature,…

Software Engineering · Computer Science 2023-05-10 Md. Masudur Rahman , Toukir Ahammed , Md. Mahbubul Alam Joarder , Kazi Sakib

Bad smells have been defined to describe potential problems in code, possibly pointing out refactoring opportunities. Several empirical studies have highlighted that smells have a negative impact on comprehension and maintainability.…

Software Engineering · Computer Science 2021-07-21 Elder Vicente de Paulo Sobrinho , Marcelo de Almeida Maia

To reduce technical debt and make code more maintainable, it is important to be able to warn programmers about code smells. State-of-the-art code small detectors use deep learners, without much exploration of alternatives within that…

Software Engineering · Computer Science 2022-03-29 Rahul Yedida , Tim Menzies