A two-timescale stochastic approximation scheme for simulation-based parametric optimization

A two-timescale stochastic approximation scheme for simulation-based parametric optimization

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Article ID: iaor19991975
Country: United States
Volume: 12
Issue: 4
Start Page Number: 519
End Page Number: 531
Publication Date: Oct 1998
Journal: Probability in the Engineering and Informational Sciences
Authors: ,
Abstract:

A two-timescale stochastic approximation scheme which uses coupled iterations is used for simulation-based parametric optimization as an alternative to traditional ‘infinitesimal perturbation analysis’ schemes. It avoids the aggregation of data present in many other schemes. Its convergence is analysed, and a queueing example is presented.

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