[PDF][PDF] Detection of code smells using machine learning techniques combined with data-balancing methods.

NA Adam Khleel, K Nehéz - International Journal of …, 2023 - pdfs.semanticscholar.org
Code smells indicate design issues that violate basic design principles such as hierarchy
encapsulation, abstraction, and others, potentially affecting software quality [1],[2]. Detecting …

Code smell prediction employing machine learning meets emerging Java language constructs

H Grodzicka, A Ziobrowski, Z Łakomiak… - Data-Centric Business …, 2020 - Springer
Background: Defining code smell is not a trivial task. Their recognition tends to be highly
subjective. Nevertheless some code smells detection tools have been proposed. Other …

[HTML][HTML] Automatic detection of Long Method and God Class code smells through neural source code embeddings

A Kovačević, J Slivka, D Vidaković, KG Grujić… - Expert Systems with …, 2022 - Elsevier
Code smells are structures in code that often harm its quality. Manually detecting code
smells is challenging, so researchers proposed many automatic detectors. Traditional code …

A review of code smell mining techniques

G Rasool, Z Arshad - Journal of Software: Evolution and …, 2015 - Wiley Online Library
Over the past 15 years, researchers presented numerous techniques and tools for mining
code smells. It is imperative to classify, compare, and evaluate existing techniques and tools …

MARS: Detecting brain class/method code smell based on metric–attention mechanism and residual network

Y Zhang, C Dong - Journal of Software: Evolution and Process, 2024 - Wiley Online Library
Code smell is the structural design defect that makes programs difficult to understand,
maintain, and evolve. Existing works of code smell detection mainly focus on prevalent code …

A severity-based classification assessment of code smells in Kotlin and Java application

A Gupta, NK Chauhan - Arabian Journal for Science and Engineering, 2022 - Springer
Code smells instigate due to the consistent adoption of bad programming and
implementation styles during the evolution of the software which adversely affects the …

On the evaluation of code smells and detection tools

T Paiva, A Damasceno, E Figueiredo… - Journal of Software …, 2017 - Springer
Code smells refer to any symptom in the source code of a program that possibly indicates a
deeper problem, hindering software maintenance and evolution. Detection of code smells is …

Detecting code smells using machine learning techniques: Are we there yet?

D Di Nucci, F Palomba, DA Tamburri… - 2018 ieee 25th …, 2018 - ieeexplore.ieee.org
Code smells are symptoms of poor design and implementation choices weighing heavily on
the quality of produced source code. During the last decades several code smell detection …

Are you smelling it? Investigating how similar developers detect code smells

M Hozano, A Garcia, B Fonseca, E Costa - Information and Software …, 2018 - Elsevier
Context A code smell indicates a poor implementation choice that often worsens software
quality. Thus, code smell detection is an elementary technique to identify refactoring …

[HTML][HTML] Model level code smell detection using egapso based on similarity measures

G Saranya, HK Nehemiah, A Kannan… - Alexandria engineering …, 2018 - Elsevier
Software maintenance is an essential part of any software that finds its use in the day-to-day
activities of any organization. During the maintenance phase bugs detected must be …