A multi-point distributed random variable accelerator for Monte Carlo simulation in finance

N. Liberati, F. Martini
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引用次数: 4

Abstract

The pricing and hedging of complex derivative securities via Monte Carlo simulations of stochastic differential equations constitutes an intensive computational task. To achieve "real time" execution, as often required by financial institutions, one needs highly efficient implementations of the multi-point distributed random variables underlying the simulations. In this paper a fast and flexible dedicated hardware solution is proposed. A comparative performance analysis demonstrates that the hardware solution is bottleneck-free and flexible, and significantly increases the computational efficiency of the software solution.
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金融中蒙特卡罗模拟的多点分布随机变量加速器
通过蒙特卡罗模拟随机微分方程对复杂衍生证券进行定价和套期保值是一项繁重的计算任务。为了实现金融机构经常要求的“实时”执行,需要高效地实现模拟背后的多点分布随机变量。本文提出了一种快速灵活的专用硬件解决方案。对比性能分析表明,硬件解决方案无瓶颈、灵活,显著提高了软件解决方案的计算效率。
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