用李群方法近似均值回归 SABR 定价 PDE
文章 arXiv papers · 作者: Siyan Zhang et al.
总结
本文为均值回归 SABR 随机波动率模型下或有索取权定价所用的偏微分方程开发分析工具。基本解无法用闭式形式表示,因此研究旨在寻找适用于数值方法的近似解。
研究对定价解按波动率的波动率展开,并考察零波动率的波动率算子。该算子是退化的,超出了经典结果的适用范围。通过交换子计算和可解李群方法,研究得到该极限方程的精确解算子,并用摄动比较将其与完整模型的半群联系起来。分析将波动率限制在有界区域内,也考察了与抛物型和双曲型问题相关的半群。摘录建立的是数学方法,并未报告定价基准或实证验证。
核心观点
- 均值回归 SABR 定价方程没有已知的闭式基本解。
- 按波动率的波动率展开,为近似求解提供了一种途径。
- 李代数方法为零波动率的波动率情形给出精确解算子。
- 摄动结果将极限算子与完整定价模型联系起来。
- 存在性分析在有界波动率区域内进行。
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# Heat Kernels, Solvable Lie Groups, and the Mean Reverting SABR Stochastic Volatility Model # Heat Kernels, Solvable Lie Groups, and the Mean Reverting SABR Stochastic Volatility Model We use commutator techniques and calculations in solvable Lie groups to investigate certain evolution Partial Differential Equations (PDEs for short) that arise in the study of stochastic volatility models for pricing contingent claims on risky assets. In particular, by restricting to domains of bounded volatility, we establish the existence of the semi-groups generated by the spatial part of the operators in these models, concentrating on those arising in the so-called "SABR stochastic volatility model with mean reversion." The main goal of this work is to approximate the solutions of the Cauchy problem for the SABR PDE with mean reversion, a parabolic problem the generator of which is denoted by $L$. The fundamental solution for this problem is not known in closed form. We obtain an approximate solution by performing an expansion in the so-called volvol or volatility of the volatility, which leads us to study a degenerate elliptic operator $L_0$, corresponding the the zero-volvol case of the SABR model with mean reversion, to which the classical results do not apply. However, using Lie algebra techniques we are able to derive an exact formula for the solution operator of the PDE $\partial_t u - L_0 u = 0$. We then compare the semi-group generated by $L$--the existence of which does follows from standard arguments--to that generated by $L_0$, thus establishing a perturbation result that is useful for numerical methods for the SABR PDE with mean reversion. In the process, we are led to study semigroups arising from both a strongly parabolic and a hyperbolic problem.
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