A systematic literature review of machine learning techniques for software maintainability prediction

H Alsolai, M Roper - Information and Software Technology, 2020 - Elsevier
Context Software maintainability is one of the fundamental quality attributes of software
engineering. The accurate prediction of software maintainability is a significant challenge for …

Software maintainability: Systematic literature review and current trends

R Malhotra, A Chug - International Journal of Software Engineering …, 2016 - World Scientific
Software maintenance is an expensive activity that consumes a major portion of the cost of
the total project. Various activities carried out during maintenance include the addition of …

Hybrid functional link artificial neural network approach for predicting maintainability of object-oriented software

L Kumar, SK Rath - Journal of Systems and Software, 2016 - Elsevier
In present day, software development methodology is mostly based on object-oriented
paradigm. With the increase in the number of these software system, their effective …

Firefly-based maintainability prediction for enhancing quality of software

G Yenduri, TR Gadekallu - International Journal of Uncertainty …, 2021 - World Scientific
In a broad spectrum, software metrics play a vital role in attribute assessment, which
successively moves software projects. The metrics measure gives many crucial facets of the …

Machine learning techniques for software maintainability prediction: Accuracy analysis

S Elmidaoui, L Cheikhi, A Idri, A Abran - Journal of Computer Science and …, 2020 - Springer
Maintaining software once implemented on the end-user side is laborious and, over its
lifetime, is most often considerably more expensive than the initial software development …

Software maintainability prediction using hybrid neural network and fuzzy logic approach with parallel computing concept

L Kumar, SK Rath - … Journal of System Assurance Engineering and …, 2017 - Springer
In present day scenario, majority of software companies use object-oriented concept to
develop software systems as it enables effective design, development, testing and …

[PDF][PDF] Benchmarking framework for maintainability prediction of open source software using object oriented metrics

A Chug, R Malhotra - … Journal of Innovative Computing, Information and …, 2016 - ijicic.org
Software maintainability is measured as the ease with which the existing software could be
modified and often predicted during the development stage on the basis of some …

Predicting software maintainability in object-oriented systems using ensemble techniques

H Alsolai, M Roper, D Nassar - 2018 IEEE International …, 2018 - ieeexplore.ieee.org
Prediction of the maintainability of classes in object-oriented systems is a significant factor
for software success, however it is a challenging task to achieve. To date, several machine …

[PDF][PDF] Empirical studies on software product maintainability prediction: a systematic mapping and review

S Elmidaoui, L Cheikhi, A Idri… - E-Informatica Software …, 2019 - bibliotekanauki.pl
Background: Software product maintainability prediction (SPMP) is an important task to
control software maintenance activity, and many SPMP techniques for improving software …

Empirical analysis on effectiveness of source code metrics for predicting change-proneness

L Kumar, SK Rath, A Sureka - Proceedings of the 10th Innovations in …, 2017 - dl.acm.org
Change-prone classes or modules are defined as software components in the source code
which are likely to change in the future. Change-proneness prediction are useful to the …