Extraction of prediction rules of code smell using decision tree algorithm

PS Yadav, S Dewangan, RS Rao - 2021 10th international …, 2021 - ieeexplore.ieee.org
Code Smell is a set of information of a source code that indicates any serious problem in the
software. To detect the code smell prediction rule, we have applied a Decision tree …

Code smell detection using classification approaches

S Dewangan, RS Rao - Intelligent Systems: Proceedings of ICMIB 2021, 2022 - Springer
Code smells combine software features that indicate a code or design-related problem that
can increase the difficulty of the software and make it complicated to recognize, develop …

Identification of code smell using machine learning

A Jesudoss, S Maneesha - 2019 International Conference on …, 2019 - ieeexplore.ieee.org
Code smells are used to improve the quality of the software. Code smell detection detects
the code problems like long method, large class, lazy class, long parameter list, feature …

Comparison of machine learning methods for code smell detection using reduced features

K Karađuzović-Hadžiabdić… - 2018 3rd International …, 2018 - ieeexplore.ieee.org
We examine a machine learning approach for detecting common Class and Method level
code smells (Data Class and God Class, Feature Envy and Long Method). The focus of the …

A novel approach for code smell detection: an empirical study

S Dewangan, RS Rao, A Mishra, M Gupta - IEEE Access, 2021 - ieeexplore.ieee.org
Code smells detection helps in improving understandability and maintainability of software
while reducing the chances of system failure. In this study, six machine learning algorithms …

Application of deep learning models for code smell prediction

S Tarwani, A Chug - 2022 10th International Conference on …, 2022 - ieeexplore.ieee.org
Software developer always strives for quality of the software as it tends to be more robust
and easier to maintain. Code smells play as a hinder to the quality of the software as they …

Voting heterogeneous ensemble for code smell detection

H Aljamaan - 2021 20th IEEE international conference on …, 2021 - ieeexplore.ieee.org
Code smells are poor design and implementation choices that hinders the overall software
quality. Code smells detection using machine learning models has been an active research …

[PDF][PDF] Generating code-smell prediction rules using decision tree algorithm and software metrics

MY Mhawish, M Gupta - International Journal of Computer …, 2019 - researchgate.net
Accepted: 12/May/2019, Published: 31/May/2019 Abstract—Code smells identified by
Fowler [1] is as symptoms of possible code or design problems. Code smells have adverse …

Python code smell detection using machine learning

N Vatanapakorn, C Soomlek… - … Computer Science and …, 2022 - ieeexplore.ieee.org
Python is an increasingly popular programming language used in various software projects
and domains. Code smells in Python significantly influences the maintainability …

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 …