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Related papers: Defect prediction with bad smells in code

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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…

Defect prevention is the most vital but habitually neglected facet of software quality assurance in any project. If functional at all stages of software development, it can condense the time, overheads and wherewithal entailed to engineer a…

Software Engineering · Computer Science 2016-09-08 V. Suma , T. R. Gopalakrishnan Nair

Defect estimation and prediction are some of the main modulating factors for the success of software projects in any software industry. Maturity and competency of a project manager in efficient prediction and estimation of resource…

Software Engineering · Computer Science 2012-03-30 T. R. Gopalakrishnan Nair , V. Suma , N. R. Shashi Kumar

Using open-source dependencies is essential in modern software development. However, this practice implies significant trust in third-party code, while there is little support for developers to assess this trust. As a consequence, attacks…

Software Engineering · Computer Science 2025-09-08 Raphina Liu , Sofia Bobadilla , Benoit Baudry , Martin Monperrus

Determining the most effective Large Language Model for code smell detection presents a complex challenge. This study introduces a structured methodology and evaluation matrix to tackle this issue, leveraging a curated dataset of code…

Software Engineering · Computer Science 2025-04-23 Ahmed R. Sadik , Siddhata Govind

The objective of this research work is to improve the degree of excellence by removing the number of exceptions from the software. The modern age is more concerned with the quality of software. Extensive research is being carried out in…

Software Engineering · Computer Science 2014-04-22 Ekbal Rashid , Srikanta Patnaik , Vandana Bhattacherjee

Software metrics offer a quantitative basis for predicting the software development process. In this way, software quality can be improved very easily. Software quality should be achieved to satisfy the customer with decreasing the software…

Software Engineering · Computer Science 2019-05-31 Junaid Rashid , Toqeer Mahmood , Muhamad Wasif Nisar

This study explores the intricate relationship between sentiment analysis (SA) and code quality within machine learning (ML) projects, illustrating how the emotional dynamics of developers affect the technical and functional attributes of…

Software Engineering · Computer Science 2024-09-27 Md Shoaib Ahmed , Dongyoung Park , Nasir U. Eisty

Despite the recent trend of developing and applying neural source code models to software engineering tasks, the quality of such models is insufficient for real-world use. This is because there could be noise in the source code corpora used…

Software Engineering · Computer Science 2022-10-04 Anh T. V. Dau , Thang Nguyen-Duc , Hoang Thanh-Tung , Nghi D. Q. Bui

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

Code smells are widely used indicators of poor code quality, revealing structural problems and areas where improvement can be made. Although extensively studied in object-oriented languages, functional programming languages remain…

Software Engineering · Computer Science 2026-05-26 Walber Araújo , José Truta , Lucas Vegi , Marco Tulio Valente , João Brunet

Architectural smells (AS) are notorious for their long-term impact on the Maintainability and Evolvability of software systems. The majority of research work has investigated this topic by mining software repositories of open source Java…

Software Engineering · Computer Science 2022-03-17 Darius Sas , Paris Avgeriou , Umut Uyumaz

Source code is changed for a reason, e.g., to adapt, correct, or adapt it. This reason can provide valuable insight into the development process but is rarely explicitly documented when the change is committed to a source code repository.…

Software Engineering · Computer Science 2021-05-03 Sebastian Hönel , Morgan Ericsson , Welf Löwe , Anna Wingkvist

Architectural decay imposes real costs in terms of developer effort, system correctness, and performance. Over time, those problems are likely to be revealed as explicit implementation issues (defects, feature changes, etc.). Recent…

Software Engineering · Computer Science 2021-02-22 Duc Minh Le , Suhrid Karthik , Marcelo Schmitt Laser , Nenad Medvidovic

Researchers in empirical software engineering often make claims based on observable data such as defect reports. Unfortunately, in many cases, these claims are generalized beyond the data sets that have been evaluated. Will the researcher's…

Software Engineering · Computer Science 2020-08-10 Abdul Ali Bangash , Hareem Sahar , Abram Hindle , Karim Ali

Context. Source code refactoring is a well-established approach to improving source code quality without compromising its external behavior. Motivation. The literature described the benefits of refactoring, yet its application in practice…

Software Engineering · Computer Science 2024-07-26 Mikel Robredo , Matteo Esposito , Fabio Palomba , Rafael Peñaloza , Valentina Lenarduzzi

Software defects rediscovered by a large number of customers affect various stakeholders and may: 1) hint at gaps in a software manufacturer's Quality Assurance (QA) processes, 2) lead to an over-load of a software manufacturer's support…

Software Engineering · Computer Science 2011-07-21 Andriy V. Miranskyy , Matthew Davison , Mark Reesor

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

Effective software development relies on managing both collaboration and technology, but sociotechnical challenges can harm team dynamics and increase technical debt. Although teams working on ML enabled systems are interdisciplinary,…

Software Engineering · Computer Science 2025-04-25 Giusy Annunziata , Stefano Lambiase , Fabio Palomba , Gemma Catolino , Filomena Ferrucci

Large Language Models (LLMs) are one of the most promising developments in the field of artificial intelligence, and the software engineering community has readily noticed their potential role in the software development life-cycle.…

Software Engineering · Computer Science 2026-03-16 Greta Dolcetti , Vincenzo Arceri , Eleonora Iotti , Sergio Maffeis , Agostino Cortesi , Enea Zaffanella