A systematic literature review on the code smells datasets and validation mechanisms

M Zakeri-Nasrabadi, S Parsa, E Esmaili… - ACM Computing …, 2023 - dl.acm.org
The accuracy reported for code smell-detecting tools varies depending on the dataset used
to evaluate the tools. Our survey of 45 existing datasets reveals that the adequacy of a …

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 …

Code smells detection and visualization: a systematic literature review

J Pereira dos Reis, F Brito e Abreu… - … Methods in Engineering, 2022 - Springer
Code smells 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 …

Machine learning techniques for code smell detection: A systematic literature review and meta-analysis

MI Azeem, F Palomba, L Shi, Q Wang - Information and Software …, 2019 - Elsevier
Background: Code smells indicate suboptimal design or implementation choices in the
source code that often lead it to be more change-and fault-prone. Researchers defined …

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 …

Is a strategy for code smell assessment long overdue?

S Counsell, RM Hierons, H Hamza, S Black… - Proceedings of the …, 2010 - dl.acm.org
Code smells reflect code decay and, as such, developers should seek to eradicate such
smells through application of'deodorant'in the form of one or more refactorings. However, a …

Machine learning techniques for code smells detection: a systematic mapping study

FL Caram, BRDO Rodrigues… - … Journal of Software …, 2019 - World Scientific
Code smells or bad smells are an accepted approach to identify design flaws in the source
code. Although it has been explored by researchers, the interpretation of programmers is …

Detecting code smells using industry-relevant data

L Madeyski, T Lewowski - Information and Software Technology, 2023 - Elsevier
Context Code smells are patterns in source code associated with an increased defect rate
and a higher maintenance effort than usual, but without a clear definition. Code smells are …

Code smells detection using artificial intelligence techniques: A business-driven systematic review

T Lewowski, L Madeyski - … in Information & Knowledge Management for …, 2022 - Springer
Context Code smells in the software systems are indications that usually correspond to
deeper problems that can negatively influence software quality characteristics. This review is …

Code-smell detection as a bilevel problem

D Sahin, M Kessentini, S Bechikh, K Deb - ACM Transactions on …, 2014 - dl.acm.org
Code smells represent design situations that can affect the maintenance and evolution of
software. They make the system difficult to evolve. Code smells are detected, in general …