Ai-based software defect predictors: Applications and benefits in a case study

AT Misirli, A Bener, R Kale - AI Magazine, 2011 - ojs.aaai.org
Software defect prediction aims to reduce software testing efforts by guiding testers through
the defect-prone sections of software systems. Defect predictors are widely used in …

A critique of software defect prediction models

NE Fenton, M Neil - IEEE Transactions on software engineering, 1999 - ieeexplore.ieee.org
Many organizations want to predict the number of defects (faults) in software systems, before
they are deployed, to gauge the likely delivered quality and maintenance effort. To help in …

Heterogeneous Cross Project Defect Prediction–A Survey

R Vashisht, SAM Rizvi - Futuristic Trends in Networks and Computing …, 2020 - Springer
In the testing phase of Software Development Life Cycle (SDLC), Software Defect Prediction
(SDP) is one of the pivotal task which finds the modules that are more vulnerable to defects …

[PDF][PDF] Defect Prediction and Analysis Using ODC Approach in a Web Application

PR Anantula, R Chamarthi - … Journal of Computer Science and Information …, 2011 - Citeseer
In software project management, there are five basic factors to predict and control, those are
size, process, effort, environment and quality. Most of the software engineers focus on these …

Techniques for evaluating fault prediction models

Y Jiang, B Cukic, Y Ma - Empirical Software Engineering, 2008 - Springer
Many statistical techniques have been proposed to predict fault-proneness of program
modules in software engineering. Choosing the “best” candidate among many available …

[PDF][PDF] Defects prediction and prevention approaches for quality software development

MA Memon, M Memon, SHA Musavi - International Journal of …, 2018 - academia.edu
The demand for distributed and complex business applications in the enterprise requires
error-free and highquality application systems. Unfortunately, most of the developed …

A tool suite for estimation and prediction of software dynamic defect models

AH Yousef - 2014 9th International Conference on Computer …, 2014 - ieeexplore.ieee.org
As a common software engineering practice, software dynamic defect models are used to
estimate and predict the software testing process progress, effectiveness, and the number of …

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 …

A STUDY ON SOFTWARE DEFECT PREDICTION SYSTEM USING DATA MINING TECHNIQUES

JM Catherine - INFORMATION TECHNOLOGY IN INDUSTRY, 2021 - it-in-industry.org
Defects in software modules are a source of significant concern. Software reliability and
software quality assurance ensure the high quality of applications. A software defect triggers …

Empirical investigation of hyperparameter optimization for software defect count prediction

M Nevendra, P Singh - Expert Systems with Applications, 2022 - Elsevier
Prior identification of defects in software modules can help testers to allocate limited
resources efficiently. Defect prediction techniques are helpful for this situation because they …