Publication | Open Access
Upper-bounding Program Execution Time with Extreme Value Theory
59
Citations
15
References
2013
Year
Mathematical ProgrammingEngineeringSoftware EngineeringComputational ComplexitySoftware AnalysisOperations ResearchTiming AnalysisSystems EngineeringTimed SystemExtreme Value TheoryCombinatorial OptimizationRuntime VerificationLower BoundComputer EngineeringComputer ScienceProgram OptimizationUpper BoundsProgram AnalysisOptimization ProblemSoftware TestingFormal MethodsExecution Time
In this paper we discuss the limitations of and the precautions to account for when using Extreme Value Theory (EVT) to compute upper bounds to the execution time of programs. We analyse the requirements placed by EVT on the observations to be made of the events of interest, and the conditions that render safe the computations of execution time upper bounds. We also study the requirements that a recent EVT-based timing analysis technique, Measurement-Based Probabilistic Timing Analysis (MBPTA), introduces, besides those imposed by EVT, on the computing system under analysis to increase the trustworthiness of the upper bounds that it computes.
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