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The efficient estimation of tail probabilities for extremes of moving average processes using conditional simulation
Authors:Paul Blackwell
Affiliation:(1) School of Mathematics and Statistics, University of Sheffield, S3 7RH Sheffield, UK
Abstract:
This paper describes a conditional simulation technique which can be used to estimate probabilities associated with the distribution of the maximum of a real-valued process which can be written in the form of a moving average. The class of processes to which the technique applies includes non-stationary and spatial processes, and autoregressive processes. The technique is shown to achieve a considerable variance reduction compared with the obvious simulation-based estimator, particularly for estimating small upper-tail probabilities.
Keywords:Tail probabilities  moving average processes  conditional simulation
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