Fixed-Width Sequential Stopping Rules for a Class of Stochastic Programs

Güzi̇n Bayraksan, Péguy Pierre-Louis
<span title="">2012</span> <i title="Society for Industrial &amp; Applied Mathematics (SIAM)"> <a target="_blank" rel="noopener" href="" style="color: black;">SIAM Journal on Optimization</a> </i> &nbsp;
Monte Carlo sampling-based methods are frequently used in stochastic programming when exact solution is not possible. A critical component of Monte Carlo sampling-based methods is determining when to stop sampling to ensure the desired quality of the solutions. In this paper, we develop stopping rules for sequential sampling procedures that depend on the width of an optimality gap confidence interval estimator. The procedures solve a sequence of sampling approximations with increasing sample
more &raquo; ... e to generate solutions and stop when the width of the confidence interval on the current solution's optimality gap plus an inflation factor falls below a pre-specified value, ϵ. We first present a method that takes the schedule of sample sizes as an input and provide guidelines on the growth of sample sizes. Then, we present a method that increases the sample sizes according to the current estimates of the optimality gap. The larger the estimates, the larger the increases in sample sizes. We provide conditions under which the procedures find ϵ-optimal solutions and terminate in a finite number of iterations with probability one and present empirical performance on test problems.
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="">doi:10.1137/090773143</a> <a target="_blank" rel="external noopener" href="">fatcat:646ox7z5qfhxxgjuseunlvkt3e</a> </span>
<a target="_blank" rel="noopener" href="" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href=""> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / </button> </a>