Model Management and Analytics for Large Scale Systems

Chapter 6

Model analytics for defect prediction based on design-level metrics and sampling techniques

Aydin Kaya^a; Ali Seydi Keceli^a; Cagatay Catal^b; Bedir Tekinerdogan^b    aDepartment of Computer Engineering, Hacettepe University, Ankara, Turkey^bInformation Technology Group, Wageningen University, Wageningen, The Netherlands

Abstract

Predicting software defects in the early stages of the software development life cycle, such as the design and requirement analysis phase, provides significant economic advantages for software companies. Model analytics for defect prediction lets quality assurance groups build prediction models earlier and predict the defect-prone components before the testing phase for in-depth testing. In this study, we demonstrate ...