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 …

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 …

A comparative study of feature-ranking and feature-subset selection techniques for improved fault prediction

SS Rathore, A Gupta - Proceedings of the 7th India software engineering …, 2014 - dl.acm.org
The quality of a fault prediction model depends on the software metrics that are used to build
the prediction model. Feature selection represents a process of selecting a subset of …

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 …

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 …

A Study of Filter-Based Feature Selection in Software Fault Prediction

HTM Phuong, LT My Hanh, NT Binh - International Conference on …, 2022 - Springer
Software fault prediction (SFP) assists developers in diagnosing the potential defects in the
early stage. In SFP, software metrics have strong influence on the performance of a …

Software Fault Prediction Using Optimal Classifier Selection: An Ensemble Approach

B Agrawalla, BR Reddy - Procedia Computer Science, 2024 - Elsevier
Fault prediction is the process of using data analysis and machine learning models to
anticipate potential defects or faults in the software system. Using only the base machine …

Majority vote feature selection algorithm in software fault prediction

E Borandag, A Ozcift, D Kilinc… - Computer Science and …, 2019 - doiserbia.nb.rs
Identification and location of defects in software projects is an important task to improve
software quality and to reduce software test effort estimation cost. In software fault prediction …

Analysis of feature ranking techniques for defect prediction in software systems

S Sabharwal, S Nagpal, N Malhotra, P Singh… - Quality, IT and Business …, 2018 - Springer
Software quality is an important parameter, and it plays a crucial role in software
development. One of the most important software quality attributes is fault proneness. It …

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 …