A systematic review of software fault prediction studies

C Catal, B Diri - Expert systems with applications, 2009 - Elsevier
This paper provides a systematic review of previous software fault prediction studies with a
specific focus on metrics, methods, and datasets. The review uses 74 software fault …

Software fault prediction: A literature review and current trends

C Catal - Expert systems with applications, 2011 - Elsevier
Software engineering discipline contains several prediction approaches such as test effort
prediction, correction cost prediction, fault prediction, reusability prediction, security …

A systematic review of machine learning techniques for software fault prediction

R Malhotra - Applied Soft Computing, 2015 - Elsevier
Background Software fault prediction is the process of developing models that can be used
by the software practitioners in the early phases of software development life cycle for …

A study on software fault prediction techniques

SS Rathore, S Kumar - Artificial Intelligence Review, 2019 - Springer
Software fault prediction aims to identify fault-prone software modules by using some
underlying properties of the software project before the actual testing process begins. It …

Software fault prediction using data mining, machine learning and deep learning techniques: A systematic literature review

I Batool, TA Khan - Computers and Electrical Engineering, 2022 - Elsevier
Software fault/defect prediction assists software developers to identify faulty constructs, such
as modules or classes, early in the software development life cycle. There are data mining …

A systematic literature review on fault prediction performance in software engineering

T Hall, S Beecham, D Bowes, D Gray… - IEEE Transactions on …, 2011 - ieeexplore.ieee.org
Background: The accurate prediction of where faults are likely to occur in code can help
direct test effort, reduce costs, and improve the quality of software. Objective: We investigate …

Software fault prediction metrics: A systematic literature review

D Radjenović, M Heričko, R Torkar… - Information and software …, 2013 - Elsevier
CONTEXT: Software metrics may be used in fault prediction models to improve software
quality by predicting fault location. OBJECTIVE: This paper aims to identify software metrics …

An empirical study of some software fault prediction techniques for the number of faults prediction

SS Rathore, S Kumar - Soft Computing, 2017 - Springer
During the software development process, prediction of the number of faults in software
modules can be more helpful instead of predicting the modules being faulty or non-faulty …

An empirical study of ensemble techniques for software fault prediction

SS Rathore, S Kumar - Applied Intelligence, 2021 - Springer
Previously, many researchers have performed analysis of various techniques for the
software fault prediction (SFP). Oddly, the majority of such studies have shown the limited …

[PDF][PDF] A systematic literature review of software defect prediction

RS Wahono - Journal of software engineering, 2015 - romisatriawahono.net
Recent studies of software defect prediction typically produce datasets, methods and
frameworks which allow software engineers to focus on development activities in terms of …