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A draft of Chapter IX of a proposed book, Military Planning in an Uncertain World, this paper discusses how to increase the efficiency of a Monte Carlo calculation by proper experimental design. The techniques described for reducing variance are importance sampling, Russian roulette and splitting, use of expected values, correlation and regression, systematic and stratified sampling, and specialized techniques.

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