2021 · 18 citations · 30 references
Cluster ComputingEngineeringComputer ArchitectureRobustness TestingSoftware EngineeringFault ToleranceRobustness (Computer Science)Software AnalysisFormal VerificationError PropagationHardware SecurityHpc SimulationReliability EngineeringAggressive TechnologyFault AnalysisSystems EngineeringFault RecoveryParallel ComputingFailure DetectionComputer EngineeringComputer ScienceTransient Fault ProblemProgram AnalysisSoftware TestingFormal MethodsFault InjectionSystem Software
Aggressive technology scaling trends have worsened the transient fault problem in high-performance computing (HPC) systems. Some faults are benign, but others can lead to silent data corruption (SDC), which represents a serious problem; a fault introducing an error that is not readily detected nto an HPC simulation. Due to the insidious nature of SDCs, researchers have worked to understand their impact on applications. Previous studies have relied on expensive fault injection campaigns with uniform sampling to provide overall SDC rates, but this solution does not provide any feedback on the code regions without samples.
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An introduction to ROC analysis
Tom Fawcett · Pattern Recognition Letters · 2005 · 20.5K citations
Shuguang Feng, Shantanu Gupta, Amin Ansari et al. · ACM SIGPLAN Notices · 2010 · 199 citations
Software Maintenance, Engineering, Computer Architecture +16