基于指数底层分布的最优计算预算分配

Fei Gao, Siyang Gao
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引用次数: 8

摘要

本文考虑了在有序优化中选择最佳仿真设计的概率最大化的仿真预算分配问题。这个问题在正态分布的基础上得到了广泛的研究。本文研究了当基础分布为指数分布时的预算分配问题。这种情况在模拟实践中普遍存在。我们推导出一种易于计算和实现的渐近封闭分配规则,并为具有指数底层分布的最优预算分配问题提供了一些有用的见解。
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Optimal computing budget allocation with exponential underlying distribution
In this paper, we consider the simulation budget allocation problem to maximize the probability of selecting the best simulated design in ordinal optimization. This problem has been studied extensively on the basis of the normal distribution. In this research, we consider the budget allocation problem when the underlying distribution is exponential. This case is widely seen in simulation practice. We derive an asymptotic closed-form allocation rule which is easy to compute and implement in practice, and provide some useful insights for the optimal budget allocation problem with exponential underlying distribution.
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