Software defect prediction using software metrics with naïve bayes and rule mining association methods

FM Tua, WD Sunindyo - 2019 5th International conference on …, 2019 - ieeexplore.ieee.org
Software defect prediction (SDP) can help testers decide allocation of resources rationally to
find defects effectively, so as to improve software quality. Naive Bayes (NB) is one of the …

Software defect prediction with naïve Bayes classifier

A Rahim, Z Hayat, M Abbas, A Rahim… - … on Applied Sciences …, 2021 - ieeexplore.ieee.org
The defect is an error state, which is not according to the requirement of the given software.
The error in the software system can affect the efficiency and reliability of the software …

A comparative analysis for machine learning based software defect prediction systems

M Cetiner, OK Sahingoz - 2020 11th International Conference …, 2020 - ieeexplore.ieee.org
In the Software Engineering concept, the prediction of the software defects plays a vital role
in increasing the quality of the software systems, which is one of the most critical and …

Software defect prediction using SMOTE and artificial neural network

WA Dipa, WD Sunindyo - 2021 International Conference on …, 2021 - ieeexplore.ieee.org
defect prediction (SDP) is process of identifying software defect on the early testing stage of
SDLC. SDP can saving time software tester on the development process. There are some …

A review on machine learning techniques for software defect prediction

F Hassan, S Farhan, MA Fahiem, H Tauseef - Technical Journal, 2018 - tj.uettaxila.edu.pk
Software defect prediction has been an interest of research era because predicting defects
on early stages improves software quality with reduced cost and effective software …

Neural network based software defect prediction using genetic algorithm and particle swarm optimization

SI Ayon - 2019 1st International Conference on Advances in …, 2019 - ieeexplore.ieee.org
In the arena of software engineering, software defects prediction is one of the most attractive
research topics. Here the main task is to predict if there is any bug in the software or not. For …

Tackling feature selection problems with genetic algorithms in software defect prediction for optimization

RB Bahaweres, AI Suroso, AW Hutomo… - 2020 International …, 2020 - ieeexplore.ieee.org
Software defect prediction is a way to improve quality by finding and tracking defective
modules in the software which helps reduce costs during the software testing process. The …

Software defect prediction based on machine learning algorithms

Z Tian, J Xiang, S Zhenxiao, Z Yi… - 2019 IEEE 5th …, 2019 - ieeexplore.ieee.org
Software defect prediction is very important in software engineering. It uses the defects
found in historical software modules to predict defects in new software modules, and …

An Ensemble Model for Software Defect Prediction

AR Ali, AU Rehman, A Nawaz, TM Ali… - 2022 2nd International …, 2022 - ieeexplore.ieee.org
Software testing is one of the important ways to ensure the quality of software. It is found that
testing cost more than 50% of overall project cost. Effective and efficient software testing …

Comprehensive Survey of different Machine Learning Algorithms used for Software Defect Prediction

V Gururaj, KR Umadi, M Kumar… - … on Decision Aid …, 2022 - ieeexplore.ieee.org
The software development life cycle is a long and complicated process. It consists of
analysis, design, development, testing and deployment. Defect prediction is the technique of …