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Model za predviđanje defekata

Modeli za predviđanje defekata prognoziraju vjerojatnost softverskih grešaka u kodnim modulima koristeći statističke pristupe ili pristupe strojnog učenja. Pioniri Ostrand, Weyuker i Bell (2005) su pokazali da ovi modeli koreliraju metrike koda (složenost, učestalost promjena, povezanost) s povijesnim podacima o defektima kako bi identificirali komponente visokog rizika. Organizacije koriste predviđanja za alokaciju resursa za testiranje, usmjeravanje pregleda koda i prioritizaciju refaktoriranja.

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Izvori

  1. Ostrand, T. J., Weyuker, E. J., & Bell, R. M. (2005). Predicting the location and number of faults in large software systems. IEEE Transactions on Software Engineering, 31(4), 340–355. DOI: 10.1109/tse.2005.49
  2. Nagappan, N., Ball, T., & Zeller, A. (2006). Mining metrics to predict component failures. In Proceedings of the 28th International Conference on Software Engineering (pp. 452–461). DOI: 10.1145/1134285.1134349
  3. Menzies, T., Greenwald, J., & Russ, P. (2007). Problems with precision: A response to comments on 'Data mining static code attributes to learn defect predictors'. IEEE Transactions on Software Engineering, 33(9), 637–640. DOI: 10.1109/tse.2007.70721

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ScholarGate. (2026, June 3). Software Defect Prediction and Risk Classification. ScholarGate. https://scholargate.app/hr/software-engineering/defect-prediction-model

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ScholarGateDefect Prediction Model (Software Defect Prediction and Risk Classification). Preuzeto 2026-06-15 s https://scholargate.app/hr/software-engineering/defect-prediction-model · Skup podataka: https://doi.org/10.5281/zenodo.20539026