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Compositional Construction of Importance Functions in Fully Automated Importance Splitting
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2017
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Artificial IntelligenceGuiding Importance FunctionIntelligent Information ProcessingEngineeringMachine LearningRare Event EstimationImportance FunctionsMixture Of ExpertImportance SplittingData ScienceData MiningManagementPattern AnalysisDecision TheoryStatisticsRare EventsFeature EngineeringPredictive AnalyticsKnowledge DiscoveryComputer ScienceFeature Construction
Importance splitting is a technique to accelerate discrete event simulation when the value to estimate depends on the occurrence of rare events. It requires a guiding importance function typically defined in an ad hoc fashion by an expert in the field, who could choose an inadequate function. In thi