Survey on Innovative Techniques to Predict Software Defects

M Prashanthi, M Chandra Mohan - … Proceedings of the Ninth ICICSE, 2021, 2022 - Springer
Among the most important activities of the SDLC testing phase is the software defect
prediction (SDP). The modules are identified that are vulnerable to defects and require …

Software Defect Prediction Survey Introducing Innovations with Multiple Techniques

M Prashanthi, G Sumalatha, K Mamatha… - … on Communications and …, 2023 - Springer
The software is applied in various areas, so that the quality of the software is very important.
The software defect prediction (SDP) is used to solve the issues in the software and …

Software Defect Prediction Approaches Revisited

KS Shebl, YM Afify, N Badr - International Journal of Intelligent …, 2023 - journals.ekb.eg
A crucial field in software development and testing is Software Defect Prediction (SDP)
because the quality, dependability, efficiency, and cost of the software are all improved by …

Current Software Defect Prediction: A Systematic Review

YZ Bala, PA Samat, KY Sharif… - 2022 Applied Informatics …, 2022 - ieeexplore.ieee.org
detecting defect in a software product prior to testing reduces the cost of testing and improve
the quality of the software product. Various methods for enhancing the accuracy of defect …

A Machine Learning Approach to Predict Software Faults

S Mann, S Aggarwal, S Jain, S Jha - Doctoral Symposium on …, 2023 - Springer
A software fault prediction system ensures that software is bug-free during the development
and testing phases before it is put into production (Azeem et al. in Inf Softw Technol 108: 115 …

[PDF][PDF] Software defect prediction using supervised machine learning techniques: A systematic literature review

F Matloob, S Aftab, M Ahmad… - … Automation & Soft …, 2021 - pdfs.semanticscholar.org
Software defect prediction (SDP) is the process of detecting defectprone software modules
before the testing stage. The testing stage in the software development life cycle is …

Software Defect Prediction Approaches: A Review

ZS Alharthi, A Alsaeedi… - 2021 4th International …, 2021 - ieeexplore.ieee.org
Software testing is a time-consuming and costly task, as it involves testing all software
modules. To minimize the cost and effort of software testing, automatic defect detection can …

Defect prediction based on machine learning using system test parameters

S Sutar, R Kumar, S Pai… - 2019 Amity International …, 2019 - ieeexplore.ieee.org
Since its inception, software testing has evolved over the years. In this era of Artificial
Intelligence & Machine learning, there are many recent advancements in Software …

Open issues in software defect prediction

I Arora, V Tetarwal, A Saha - Procedia Computer Science, 2015 - Elsevier
Abstract Software Defect Prediction (SDP) is one of the most assisting activities of the
Testing Phase of SDLC. It identifies the modules that are defect prone and require extensive …

A Four-Stage dynamic approach for Software Defect Prediction

KP Sharma - 2021 2nd International Conference on Secure …, 2021 - ieeexplore.ieee.org
Defects are a major constraint in the software development process. Defects can cause a lot
of trouble if not found in earlier stages of software development. They can result in cost …