Software fault prediction using lion optimization algorithm

S Goyal, PK Bhatia - International Journal of Information Technology, 2021 - Springer
Software fault prediction (SFP) refers to the early prediction of fault-prone modules in
software development which are susceptible to faults and incur high development cost. It is …

A PROMETHEE based evaluation of software defect predictors

RG Jimoh, AO Balogun, AO Bajeh, S Ajayi - Journal of Computer Science …, 2018 - ajol.info
A software defect is an error, flaw, mistake, or fault in a computer program or system that
produces incorrect or unexpected results and the process of locating defective modules in …

A systematic literature review on software defect prediction using artificial intelligence: Datasets, Data Validation Methods, Approaches, and Tools

J Pachouly, S Ahirrao, K Kotecha… - … Applications of Artificial …, 2022 - Elsevier
Delivering high-quality software products is a challenging task. It needs proper coordination
from various teams in planning, execution, and testing. Many software products have high …

Prediction of software fault-prone classes using ensemble random forest with adaptive synthetic sampling algorithm

A Balaram, S Vasundra - Automated Software Engineering, 2022 - Springer
The process of predicting fault module in software is known as Software Fault Prediction
(SFP) which is important for releasing software versions that are dependent on the …

Empirical evaluation of classifiers for software risk management

Y Peng, G Kou, G Wang, H Wang… - International Journal of …, 2009 - World Scientific
Software development involves plenty of risks, and errors exist in software modules
represent a major kind of risk. Software defect prediction techniques and tools that identify …

Data sampling-based feature selection framework for software defect prediction

AO Balogun, FB Lafenwa-Balogun, HA Mojeed… - … and Technologies for …, 2021 - Springer
High dimensionality and class imbalance are latent data quality problems that have a
negative effect on the predictive capabilities of prediction models in software defect …

Multi_level data pre_processing for software defect prediction

GK Armah, G Luo, K Qin - 2013 6th International Conference on …, 2013 - ieeexplore.ieee.org
Early detection of defective software components enables verification experts give much
time and allocate scare resources to the problem areas of the system under development …

Software defect prediction based on kernel PCA and weighted extreme learning machine

Z Xu, J Liu, X Luo, Z Yang, Y Zhang, P Yuan… - Information and …, 2019 - Elsevier
Context Software defect prediction strives to detect defect-prone software modules by mining
the historical data. Effective prediction enables reasonable testing resource allocation …

[PDF][PDF] Feature Selection Using Artificial Immune Network: An Approach for Software Defect Prediction.

B Mumtaz, S Kanwal, S Alamri… - Intelligent Automation & …, 2021 - cdn.techscience.cn
Software Defect Prediction (SDP) is a dynamic research field in the software industry. A
quality software product results in customer satisfaction. However, the higher the number of …

Classification framework for faulty-software using enhanced exploratory whale optimizer-based feature selection scheme and random forest ensemble learning

M Mafarja, T Thaher, MA Al-Betar, J Too… - Applied …, 2023 - Springer
Abstract Software Fault Prediction (SFP) is an important process to detect the faulty
components of the software to detect faulty classes or faulty modules early in the software …