Software Defect Prediction Using Machine Learning Techniques

G Cauvery, D Suresh, G Aswini, P Jayanthi… - Advances in Artificial …, 2023 - igi-global.com
Software defect prediction gives development teams observable results while influencing
business outcomes and development flaws. Developers can uncover flaws and plan test …

Software Defect Prediction: A Comparative Analysis of Machine Learning Techniques

R Shrimankar, M Kuanr, J Piri… - … Conference on Machine …, 2022 - ieeexplore.ieee.org
The early prediction of defective modules in developing software can help the development
team to utilize the available resources efficiently to deliver high quality software product in …

A Systematic Approach for Enhancing Software Defect Prediction Using Machine Learning

SM Rifat, AU Bhuyain, MS Hossain… - … Conference on Next …, 2023 - ieeexplore.ieee.org
In the modern world of software development, ensuring reliability and performance is of
paramount importance. However, despite the best efforts from the developers, software …

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 …

[HTML][HTML] Software defect prediction using supervised machine learning and ensemble techniques: a comparative study

A Alsaeedi, MZ Khan - Journal of Software Engineering and Applications, 2019 - scirp.org
An essential objective of software development is to locate and fix defects ahead of
schedule that could be expected under diverse circumstances. Many software development …

A Review on Software Defect Prediction Using Machine Learning

S Gautam, A Khunteta, D Ghosh - … of the 4th International Conference on …, 2022 - dl.acm.org
Software plays an important role in many of the systems and devices that make up our
modern societies. In order to provide their customers with software of a higher quality in a …

[PDF][PDF] Software Defect Estimation Using Machine Learning Algorithms

KV Rao, P Dharahasini, D Hema, NK Murthi, A Saleem - junikhyatjournal.in
Software defect prediction analysis is an important problem in the software engineering
community. Software defect prediction can directly affect the quality and has achieved …

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 …

A Novel Approach to Improve Software Defect Prediction Accuracy Using Machine Learning

I Mehmood, S Shahid, H Hussain, I Khan… - IEEE …, 2023 - ieeexplore.ieee.org
In software engineering community, defect prediction is one the active domain. For the
software's success, it is essential to reduce the software engineering and data-mining gap …

Software Defect Predictor and Classifier Tool Using Machine Learning Techniques

SP Shankar, D Pushp, N Makadia… - 2023 International …, 2023 - ieeexplore.ieee.org
The Software testing is critical for ensuring the quality of software, but it can consume more
than half of a software project's total expenses. This research can help software …