Software fault prediction using machine-learning techniques

D Sharma, P Chandra - Smart Computing and Informatics: Proceedings of …, 2018 - Springer
Abstract Machine-learning techniques are used to find the defect, fault, ambiguity, and bad
smell to accomplish quality, maintainability, and reusability in software. Software fault …

A comparative analysis of soft computing techniques in software fault prediction model development

D Sharma, P Chandra - International Journal of Information Technology, 2019 - Springer
In the process of software development, software fault prediction is a useful practice to
ensure reliable and high quality software products. It plays a vital role in the process of …

Comparative Analysis of Machine Learning Technique to Improve Software Defect Prediction: Comparative Analysis of Machine Learning Technique to Improve …

M Azam, M Nouman, AR Gill - KIET Journal of Computing and …, 2022 - kjcis.kiet.edu.pk
One of the most active areas of research in the software engineering community is defect
prediction. The gap between data mining and software engineering must be bridged to …

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 …

[HTML][HTML] An automated software failure prediction technique using hybrid machine learning algorithms

R Chennappan - Journal of Engineering Research, 2023 - Elsevier
Many sophisticated applications have been emerged in various industries due to the rapid
growth of software technologies. Especially, the business organizations utilize the services …

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 …

[PDF][PDF] A literature review study of software defect prediction using machine learning techniques

F Akmel, E Birihanu, B Siraj - Int. J. Emerg. Res. Manag. Technol, 2017 - academia.edu
Abstractoftware systems are any software product or applications that support business
domains such as Manufacturing, Aviation, Health care, insurance and so on. Software …

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 …

[PDF][PDF] A review on artificial intelligence approach on prediction of software defects

P Gupta, P Sahai - International Journal of Research and Development …, 2016 - ijrdase.com
This paper presents a literature review of the use of various techniques for artificial
intelligence techniques in the field of software defect prediction. This literature review is very …