Software defect density prediction using deep learning

F Alghanim, M Azzeh, A El-Hassan, H Qattous - IEEE Access, 2022 - ieeexplore.ieee.org
Delivering a reliable and high-quality software system to client is a big challenge in software
development and evolution process. One of the software measures that confirm the quality of …

Software defect density prediction using grey system theory and fuzzy logic

M Azzeh, Y Elsheikh, Y Alqasrawi - Soft Computing, 2024 - Springer
Defect Density (DD) is a cornerstone metric in software quality assessment, influencing
decisions across quality planning, testing strategies, and resource allocation. However …

Transformed k-nearest neighborhood output distance minimization for predicting the defect density of software projects

C López-Martín, Y Villuendas-Rey, M Azzeh… - Journal of Systems and …, 2020 - Elsevier
Background Software defect prediction is one of the most important research topics in
software engineering. An important product measure to determine the effectiveness of …

Cost‐Sensitive Radial Basis Function Neural Network Classifier for Software Defect Prediction

P Kumudha, R Venkatesan - The Scientific World Journal, 2016 - Wiley Online Library
Effective prediction of software modules, those that are prone to defects, will enable software
developers to achieve efficient allocation of resources and to concentrate on quality …

Prediction of defect density for open source software using repository metrics

D Verma, S Kumar - Journal of Web Engineering, 2017 - journals.riverpublishers.com
Open source software refers to software with unrestricted access for use or modification.
Many software development organizations are using this open source methodology in their …

Software defect density prediction based on multiple linear regression

S Rathaur, N Kamath… - 2020 Second International …, 2020 - ieeexplore.ieee.org
The software quality is an indicator of the ability of a software system to function in
accordance with the customer requirements. In maintaining an acceptable software quality …

Upsilon-SVR polynomial kernel for predicting the defect density in new software projects

C López-Martín, M Azzeh, A Bou-Nassif… - 2018 17th IEEE …, 2018 - ieeexplore.ieee.org
An important product measure to determine the effectiveness of software processes is the
defect density (DD). In this study, we propose the application of support vector regression …

Self-organized design of virtual reality simulator for identification and optimization of healthcare software components

AK Srivastava, S Kumar, M Zareapoor - Journal of Ambient Intelligence …, 2024 - Springer
As in the current trend, the virtual reality-based application is very popular in the medical
healthcare system to generate a realistic virtual 3-D simulation environment that users can …

A soft computing approach for software defect density prediction

M Azzeh, Y Alqasrawi, Y Elsheikh - Journal of Software …, 2024 - Wiley Online Library
Defect density is an essential software testing and maintenance aspect that determines the
quality of software products. It is used as a management factor to distribute limited human …

An effective computational technique for taxonomic position of security vulnerability in software development

AK Srivastava, S Kumar - Journal of Computational Science, 2018 - Elsevier
An increasing demand of security standards in open networks and distributed computing
environment has become a critical issue for automation of the business process workflow. At …