On simulating arbitrary events

On simulating arbitrary events

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Article ID: iaor20041362
Country: Spain
Volume: 11
Issue: 1
Start Page Number: 131
End Page Number: 140
Publication Date: Jan 2003
Journal: TOP
Authors: ,
Abstract:

In simulation studies, the distributional properties of random variables associated with arbitrary events in point processes, queues, and other stochastic models are to be understood as appropriate averages over long simulation runs. We caution against trying to generate arbitrary events explicitly by some randomized selection. Because of the likelihood of hidden selection biases, that easily results in significant errors. The point is illustrated by an example for which explicit formulas yield computational results that allow comparisons with the simulation estimates.

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