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With over 500,000 commits and more than 700 contributors, the Android platform is undoubtedly one of the largest industrial-scale software projects. This project provides the Android API, and developers heavily rely on this API to develop…

Software Engineering · Computer Science 2022-06-01 Pei Liu , Li Li , Yichun Yan , Mattia Fazzini , John Grundy

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

Bug localization is an important aspect of software maintenance because it can locate modules that should be changed to fix a specific bug. Our previous study showed that the accuracy of the information retrieval (IR)-based bug localization…

Software Engineering · Computer Science 2021-05-07 Aoi Takahashi , Natthawute Sae-Lim , Shinpei Hayashi , Motoshi Saeki

Developers frequently reuse Stack Overflow code snippets, yet the quality of these snippets remains unevenly understood, particularly across programming languages and geographic contexts. This study investigates code quality in Stack…

Software Engineering · Computer Science 2026-05-06 Elijah Zolduoarrati , Sherlock A. Licorish , Nigel Stanger

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

Reproducibility is a cornerstone of scientific progress, yet its state in large language model (LLM)-based software engineering (SE) research remains poorly understood. This paper presents the first large-scale, empirical study of…

Software Engineering · Computer Science 2025-12-02 Mohammed Latif Siddiq , Arvin Islam-Gomes , Natalie Sekerak , Joanna C. S. Santos

Machine Learning (ML) projects incur novel challenges in their development and productionisation over traditional software applications, though established principles and best practices in ensuring the project's software quality still…

Software Engineering · Computer Science 2022-01-21 Bart van Oort , Luís Cruz , Babak Loni , Arie van Deursen

Spreadsheet users are often unaware of the risks imposed by poorly designed spreadsheets. One way to assess spreadsheet quality is to detect smells which attempt to identify parts of spreadsheets that are hard to comprehend or maintain and…

Software Engineering · Computer Science 2018-10-11 Patrick Koch , Birgit Hofer , Franz Wotawa

Code Smell Detection (CSD) plays a crucial role in improving software quality and maintainability. And Deep Learning (DL) techniques have emerged as a promising approach for CSD due to their superior performance. However, the effectiveness…

Software Engineering · Computer Science 2024-06-28 Fengji Zhang , Zexian Zhang , Jacky Wai Keung , Xiangru Tang , Zhen Yang , Xiao Yu , Wenhua Hu

Dwell time indicates how long a user looked at a page, and this is used especially in fields where ratings from users such as search engines, recommender systems, and advertisements are important. Despite the importance of this index,…

Computers and Society · Computer Science 2019-09-05 Yoshifumi Seki , Mitsuo Yoshida

In modern software development, developers frequently need to understand code behavior at a glance -- whether reviewing pull requests, debugging issues, or navigating unfamiliar codebases. This ability to reason about dynamic program…

Software Engineering · Computer Science 2026-02-17 Yunkun Wang , Xuanhe Zhang , Junxiao Han , Chen Zhi , Shuiguang Deng

Software developers maintain extensive mental models of code they produce and its context, often relying on memory to retrieve or reconstruct design decisions, edge cases, and debugging experiences. These missing links and data obstruct…

Software Engineering · Computer Science 2025-04-29 Edward Misback , Erik Vank , Zachary Tatlock , Steven Tanimoto

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

Software defect prediction is an important aspect of preventive maintenance of a software. Many techniques have been employed to improve software quality through defect prediction. This paper introduces an approach of defect prediction…

Software Engineering · Computer Science 2018-03-09 Junaid Ali Reshi , Satwinder Singh

This study evaluates the security of web application code generated by Large Language Models, analyzing 2,500 GPT-4 generated PHP websites. These were deployed in Docker containers and tested for vulnerabilities using a hybrid approach of…

Software Engineering · Computer Science 2024-05-22 Rebeka Tóth , Tamas Bisztray , László Erdodi

Peer code review has been found to be effective in identifying security vulnerabilities. However, despite practicing mandatory code reviews, many Open Source Software (OSS) projects still encounter a large number of post-release security…

Software Engineering · Computer Science 2021-02-16 Rajshakhar Paul , Asif Kamal Turzo , Amiangshu Bosu

Context: Developers use bad code smells to guide code reorganization. Yet developers, text books, tools, and researchers disagree on which bad smells are important. Objective: To evaluate the likelihood that a code reorganization to address…

Software Engineering · Computer Science 2017-05-17 Rahul Krishna , Tim Menzies , Lucas Layman

HTML5-based mobile apps become more and more popular, mostly because they are much easier to be ported across different mobile platforms than native apps. HTML5-based apps are implemented using the standard web technologies, including…

Cryptography and Security · Computer Science 2014-10-29 Xing Jin , Tongbo Luo , Derek G. Tsui , Wenliang Du

This research paper aims to find, analyze and understand code patterns in any software system and measure its quality by defining standards and proposing a formula for the same. Every code that is written can be divided into different code…

Software Engineering · Computer Science 2011-07-01 Jitesh Dundas

Machine learning-based malware detection dominates current security defense approaches for Android apps. However, due to the evolution of Android platforms and malware, existing such techniques are widely limited by their need for constant…

Cryptography and Security · Computer Science 2021-11-03 Haipeng Cai