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Hybrid parallel solutions of the Black-Scholes PDE with the truncated combination technique

机译:Black-Scholes PDE的混合并联解决方案与截短的组合技术

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This paper presents an efficient approach to parallel pricing of multi-dimensional financial derivatives based on the Black-Scholes Partial Differential Equation (BS-PDE). One of the main challenges for such multi-dimensional problems is the curse of dimensionality, that is tackled in our approach by the combination technique (CT). This technique consists of a combination of several solutions obtained on anisotropic full grids. Hence, it offers the possibility to compute the BS-PDE on each one in an embarrassingly parallel way. Besides parallelizing on the CT level, we have developed a shared memory parallel multigrid solver for the BS-PDE. The parallel efficiency of our hybrid parallel approach is demonstrated by strong scaling results of 5D and 6D pricing problems.
机译:本文介绍了基于黑人级微分方程(BS-PDE)的多维金融衍生物并行定价的有效方法。这种多维问题的主要挑战之一是维度的诅咒,其通过组合技术(CT)在我们的方法中解决。该技术包括在各向异性全网格上获得的几种解决方案的组合。因此,它提供了以令人尴尬的平行方式计算每一个的BS-PDE。除了在CT级别上并行化外,我们还开发了用于BS-PDE的共享内存并行Multigrid求解器。通过5D和6D定价问题的强大缩放结果来证明我们的混合并行方法的并行效率。

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