Effective Software Defect Prediction: Evaluating Classifiers and Feature Selection with Firefly Algorithm.

N Monga, P Sehga - International Journal of Performability …, 2024 - search.ebscohost.com
A key component of software quality assurance is software error prediction, which aims to
find probable flaws in software systems during the development stage. In this extensive …

Analysis of feature selection methods in software defect prediction models

M Ali, T Mazhar, T Shahzad, YY Ghadi… - IEEE …, 2023 - ieeexplore.ieee.org
Improving software quality by proactively detecting potential defects during development is a
major goal of software engineering. Software defect prediction plays a central role in …

[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 …

Feature Clustering and Ensemble Learning Based Approach for Software Defect Prediction

R Srivastava, AK Jain - Recent Advances in Computer Science …, 2022 - ingentaconnect.com
Objective: Defects in delivered software products not only have financial implications but
also affect the reputation of the organisation and lead to wastage of time and human …

Performance Analysis of Feature Selection Techniques in Software Defect Prediction using Machine Learning

K Anand, AK Jena, T Choudhary - … International Conference on …, 2022 - ieeexplore.ieee.org
Software Testing is an essential activity in the development process of a software product. A
defect-free software is the need of the hour. Identifying the defects as early as possible is …

Machine Learning Techniques to Predict Software Defect

R Mohanty, V Ravi - Artificial Intelligence: Concepts, Methodologies …, 2017 - igi-global.com
The past 10 years have seen the prediction of software defects proposed by many
researchers using various metrics based on measurable aspects of source code entities (eg …

Predicting software defects: a comprehensive analysis of machine learning approaches

M Sistaninezhad, S Rajebi, S Pouramirarsalani… - 2024 - researchsquare.com
In software development, achieving flawless software is essential for maintaining quality and
reducing testing costs. Predicting software defects is a crucial aspect of enhancing software …

Software defect prediction through neural network and feature selections

MS Alkhasawneh - Applied Computational Intelligence and Soft …, 2022 - Wiley Online Library
Software failure such as software defect causes billion of dollar loss every year. Software
failure also affects billion of people worldwide. Inadequate software testing can cause …

Hybrid Classifier for Software Defect Prediction by Using Filter-Based Feature Selection Techniques

E Sreedevi, S Sivakumar, SR Nayak… - International conference on …, 2023 - Springer
Software's capacity for error-free operation determines how reliable it is. Unfortunately,
mistakes can happen at any stage of the software development process. Predicting software …

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 …