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An Introductory Note to Sample Average Approximation

Artificial Intelligence (AIJ), 2011
Abstract

The sample average approximation method to stochastic combinatorial optimization is a powerful technique for approximating last scale stochastic optimization problems. In this tutorial we introduce this technique and we present several examples that demonstrate how to apply this technique to chance-constrained optimization problems.

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