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, cilt.52, sa.11, ss.1242-1257, 2010 (SCI İndekslerine Giren Dergi) identifier identifier

  • Yayın Türü: Makale / Tam Makale
  • Cilt numarası: 52 Konu: 11
  • Basım Tarihi: 2010
  • Doi Numarası: 10.1016/j.infsof.2010.06.006
  • Sayfa Sayıları: ss.1242-1257


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.