Publication | Closed Access
Problems with Precision: A Response to "Comments on 'Data Mining Static Code Attributes to Learn Defect Predictors'"
275
Citations
14
References
2007
Year
Software MaintenanceEngineeringMachine LearningHigher RecallSoftware EngineeringSource Code AnalysisSoftware AnalysisData ScienceData MiningLow Precision DetectorsStatisticsSoftware MiningPredictive AnalyticsKnowledge DiscoveryComputer ScienceHigh PrecisonCode RepresentationStatic Program AnalysisAutomated RepairSoftware DesignDefect PredictorsProgram AnalysisSoftware Testing
Zhang and Zhang argue that predictors are useless unless they have high precison&recall. We have a different view, for two reasons. First, for SE data sets with large neg/pos ratios, it is often required to lower precision to achieve higher recall. Second, there are many domains where low precision detectors are useful.
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