IEEE Transactions on Software Engineering · 2007 · 140 citations · 2 references
Software MaintenanceFault DiagnosisEngineeringMachine LearningDiagnosisFault ForecastingSoftware EngineeringSource Code AnalysisSoftware AnalysisReliability EngineeringData ScienceData MiningFault AnalysisFalse AlarmDefective ModulesSoftware MiningPredictive AnalyticsKnowledge DiscoveryComputer ScienceCode RepresentationStatic Program AnalysisAutomatic Fault DetectionDefect PredictorsProgram AnalysisSoftware TestingFailure Prediction
In this correspondence, we point out a discrepancy in a recent paper, "data mining static code attributes to learn defect predictors," that was published in this journal. Because of the small percentage of defective modules, using probability of detection (pd) and probability of false alarm (pf) as accuracy measures may lead to impractical prediction models.
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Ian H. Witten, Eibe Frank · ACM SIGMOD Record · 2002 · 5.2K citations