Progress on approaches to software defect prediction

Z Li, XY Jing, X Zhu - Iet Software, 2018 - Wiley Online Library
Software defect prediction is one of the most popular research topics in software
engineering. It aims to predict defect‐prone software modules before defects are discovered …

[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 …

[PDF][PDF] Survey on software defect prediction

J Nam - Department of Compter Science and Engineerning …, 2014 - Citeseer
Software defect prediction is one of the most active research areas in software engineering.
Defect prediction results provide the list of defect-prone source code artifacts so that quality …

[HTML][HTML] Empirical study of software defect prediction: a systematic mapping

LH Son, N Pritam, M Khari, R Kumar, PTM Phuong… - Symmetry, 2019 - mdpi.com
Software defect prediction has been one of the key areas of exploration in the domain of
software quality. In this paper, we perform a systematic mapping to analyze all the software …

Researcher bias: The use of machine learning in software defect prediction

M Shepperd, D Bowes, T Hall - IEEE Transactions on Software …, 2014 - ieeexplore.ieee.org
Background. The ability to predict defect-prone software components would be valuable.
Consequently, there have been many empirical studies to evaluate the performance of …

Early software defect prediction: A systematic map and review

R Özakıncı, A Tarhan - Journal of Systems and Software, 2018 - Elsevier
Context Software defect prediction is a trending research topic, and a wide variety of the
published papers focus on coding phase or after. A limited number of papers, however …

An empirical study on software defect prediction with a simplified metric set

P He, B Li, X Liu, J Chen, Y Ma - Information and Software Technology, 2015 - Elsevier
Context Software defect prediction plays a crucial role in estimating the most defect-prone
components of software, and a large number of studies have pursued improving prediction …

Evaluating defect prediction approaches: a benchmark and an extensive comparison

M D'Ambros, M Lanza, R Robbes - Empirical Software Engineering, 2012 - Springer
Reliably predicting software defects is one of the holy grails of software engineering.
Researchers have devised and implemented a plethora of defect/bug prediction approaches …

Perceptions, expectations, and challenges in defect prediction

Z Wan, X Xia, AE Hassan, D Lo, J Yin… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
Defect prediction has been an active research area for over four decades. Despite
numerous studies on defect prediction, the potential value of defect prediction in practice …

[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 …