Practical considerations in deploying statistical methods for defect prediction: A case study within the Turkish telecommunications industry


Tosun A. , Bener A., Turhan B., Menzies T.

INFORMATION AND SOFTWARE TECHNOLOGY, vol.52, no.11, pp.1242-1257, 2010 (Journal Indexed in SCI) identifier identifier

  • Publication Type: Article / Article
  • Volume: 52 Issue: 11
  • Publication Date: 2010
  • Doi Number: 10.1016/j.infsof.2010.06.006
  • Title of Journal : INFORMATION AND SOFTWARE TECHNOLOGY
  • Page Numbers: pp.1242-1257

Abstract

Context: Building defect prediction models in large organizations has many challenges due to limited resources and tight schedules in the software development lifecycle. It is not easy to collect data, utilize any type of algorithm and build a permanent model at once. We have conducted a study in a large telecommunications company in Turkey to employ a software measurement program and to predict pre-release defects. Based on our prior publication, we have shared our experience in terms of the project steps (i.e. challenges and opportunities). We have further introduced new techniques that improve our earlier results.