Smoothed perturbation analysis derivative estimation for Markov chains

Smoothed perturbation analysis derivative estimation for Markov chains

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Article ID: iaor19951467
Country: Netherlands
Volume: 15
Issue: 5
Start Page Number: 241
End Page Number: 251
Publication Date: Jun 1994
Journal: Operations Research Letters
Authors: ,
Abstract:

Using the technique of smoothed perturbation analysis, the authors consider steady-state performance measures for continuous-time Markov chains and derive a derivative estimator that can be estimated from a single sample path of the chain under consideration. The estimator is applicable to multi-class queueing networks, for which previous infinitesimal perturbation analysis estimators failed. A simple multi-class queueing network is used to illustrate the application of the estimator.

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