A new ensemble approach for software fault prediction

E Elahi, S Kanwal, AN Asif - 2020 17th international Bhurban …, 2020 - ieeexplore.ieee.org
Software Fault prediction is about prediction of faulty modules in the software systems. This
prediction is done using different metrics such as lines of code, depth of inheritance tree etc …

Two staged data preprocessing ensemble model for software fault prediction

E Elahi, A Ayub, I Hussain - 2021 international Bhurban …, 2021 - ieeexplore.ieee.org
Software fault prediction is an essential task for the researchers and software testers to
determine the faulty modules in the software in early stages. This early identification of faulty …

A study on modeling techniques in software fault prediction

K Bhandari, K Kumar, AL Sangal - 2021 2nd International …, 2021 - ieeexplore.ieee.org
Software fault prediction is a key area in the field of software engineering. Fault can occur in
any stage of software development but if it is not correctly identified and removed, it may …

Effectiveness of Ensemble Classifier Over State-Of-Art Machine Learning Classifiers for Predicting Software Faults in Software Modules

M Gupta, K Rajnish, V Bhattacharya - Machine Learning, Image …, 2023 - Springer
Software fault prediction (SFP) is the process of creating a model that software practitioners
may use to identify defective classes/modules prior to the testing phase. The software …

Voting based ensemble classification for software defect prediction

RJ Jacob, RJ Kamat, NM Sahithya… - 2021 IEEE Mysore …, 2021 - ieeexplore.ieee.org
Fault Prediction procedures are meant to help focus on software testing and troubleshooting;
they can caution developers on programming segments that appear to be defective. Here, a …

Handling imbalanced data using ensemble learning in software defect prediction

R Malhotra, J Jain - … on Cloud Computing, Data Science & …, 2020 - ieeexplore.ieee.org
With the ever growing software industry, software defect prediction is one of the key
ingredients in recipe of producing good quality software. Defects uncovered well in time …

Software fault prediction based on fault probability and impact

S Moudache, M Badri - 2019 18th IEEE International …, 2019 - ieeexplore.ieee.org
Nowadays, software tests prioritization is a crucial task. Indeed, testing exhaustively the
whole software system can be very difficult, heavily time and resources consuming. Using …

Ensemble feature ranking approach for software fault prediction

B Agrawalla, AK Shukla, D Tripathi… - Journal of Intelligent & … - content.iospress.com
Software fault prediction, which aims to find and fix probable flaws before they appear in real-
world settings, is an essential component of software quality assurance. This article provides …

A novel multiple ensemble learning models based on different datasets for software defect prediction

A Nawaz, AU Rehman, M Abbas - arXiv preprint arXiv:2008.13114, 2020 - arxiv.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 …

Classification Algorithms for Software Defect Prediction: A Systematic Literature Review

MJ Hemández-Molinos… - 2021 9th …, 2021 - ieeexplore.ieee.org
Within Software Engineering, it is essential to build quality software. An obstacle to the after
mentioned are the defects that can be found in any phase of software development. That is …