On a Class of Semi-Elliptic Diffusion Models - Part I: A Constructive Analytical Approach for Global Solutions, Densities and Numerical Schemes with Applications to the LIBOR Market Model

Christian P. Fries, J. Kampen
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引用次数: 2

Abstract

Semi-elliptic stochastic differential equations (SDEs) are common models among practitioners. However, the value functions and sensitivities of such models are described by degenerate parabolic partial differential equations (PDEs) where the existence of regular global solutions is not trivial, and where densities do not exist in spaces of measurable functions but only in a distributional sense in general. In this paper, we show that for a related class of such equations regular global solutions can be constructed. Moreover, the solution scheme has a probabilistic interpretation where the existence of regular densities on certain subspaces of the state space can be exploited. Prominent examples of models of practical interest belonging to this class include factor reduced LIBOR market models and Cheyette models. Moreover, factor reduced SDEs originating from a full factor model are in the class to which our theorem applies. The result is also of interest for the theory of degenerate parabolic equations. A more detailed analysis of numerical and computational issues, as well as quantitative experiments will be found in the second part.
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一类半椭圆扩散模型-第一部分:整体解、密度和数值格式的建设性解析方法及其在LIBOR市场模型中的应用
半椭圆型随机微分方程(SDEs)是实践者常用的模型。然而,这些模型的值函数和灵敏度是用退化抛物型偏微分方程(PDEs)来描述的,其中正则全局解的存在不是平凡的,并且密度不存在于可测量函数的空间中,而只存在于一般的分布意义上。在本文中,我们证明了该类方程的正则全局解是可以构造的。此外,解格式具有概率解释,可以利用状态空间的某些子空间上正则密度的存在性。属于这一类的实际利益模型的突出例子包括因子减少LIBOR市场模型和Cheyette模型。此外,源自全因子模型的因子缩减sde属于我们的定理适用的类别。该结果对退化抛物型方程的理论也有意义。更详细的数值和计算问题的分析,以及定量实验将发现在第二部分。
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