Meshfree Approximation for Multi-Asset Options

IF 0.4 4区 经济学 Q4 BUSINESS, FINANCE
E. Hanert, Aanand Venkatramanan
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引用次数: 3

Abstract

We price multi-asset options by solving their price partial differential equations using a meshfree approach with radial basis functions under jump-diffusion and geometric Brownian motion frameworks. In the geometric Brownian motion framework, we propose an effective technique that breaks the multi-dimensional problem to multiple 3D problems. We solve the price PDEs or PIDEs with an implicit meshfree scheme using thin-plate radial basis functions. Meshfree approach is very accurate, has high order of convergence and is easily scalable and adaptable to higher dimensions and different payoff profiles. We also obtain closed form approximations for the option Greeks. We test the model on American crack spread options traded on NYMEX.
多资产选项的无网格逼近
我们通过在跳跃扩散和几何布朗运动框架下使用径向基函数的无网格方法求解多资产期权的价格偏微分方程来定价。在几何布朗运动框架下,提出了一种将多维问题分解为多个三维问题的有效方法。利用薄板径向基函数,采用隐式无网格方案求解价格偏微分方程或偏微分方程。无网格方法非常精确,具有高收敛阶,易于扩展和适应更高的维度和不同的收益曲线。我们也得到了希腊期权的封闭形式近似。我们以纽约商品交易所交易的美国裂缝价差期权为例对模型进行了检验。
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来源期刊
Journal of Derivatives
Journal of Derivatives Economics, Econometrics and Finance-Economics and Econometrics
CiteScore
1.30
自引率
14.30%
发文量
35
期刊介绍: The Journal of Derivatives (JOD) is the leading analytical journal on derivatives, providing detailed analyses of theoretical models and how they are used in practice. JOD gives you results-oriented analysis and provides full treatment of mathematical and statistical information on derivatives products and techniques. JOD includes articles about: •The latest valuation and hedging models for derivative instruments and securities •New tools and models for financial risk management •How to apply academic derivatives theory and research to real-world problems •Illustration and rigorous analysis of key innovations in derivative securities and derivative markets
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