Sensitivity Analysis For Stochastic Simulators Using Differential Entropy
INTERNATIONAL JOURNAL FOR UNCERTAINTY QUANTIFICATION(2020)
摘要
This paper is dedicated to the sensitivity analysis of stochastic simulators. Stochastic simulators inherently contain some sources of randomness; in this case the output of the simulator in a given point is a random variable. In this paper, the stochastic simulator is represented as a stochastic process and the sensitivity analysis is performed on the differential entropy of the stochastic process. The method's performance is illustrated on a toy example, then on an electromagnetic dosimetry example.
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关键词
sensitivity analysis, differential entropy, uncertainty quantification, stochastic processes
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