Analytical solvability and exact simulation in models with affine stochastic volatility and Lévy jumps

IF 1.6 3区 经济学 Q3 BUSINESS, FINANCE Mathematical Finance Pub Date : 2023-04-05 DOI:10.1111/mafi.12387
Pingping Zeng, Ziqing Xu, Pingping Jiang, Yue Kuen Kwok
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引用次数: 3

Abstract

We investigate analytical solvability of models with affine stochastic volatility (SV) and Lévy jumps by deriving a unified formula for the conditional moment generating function of the log-asset price and providing the condition under which this new formula is explicit. The results lay a foundation for a range of valuation, calibration, and econometric problems. We then combine our theoretical results, the Hilbert transform method, various interpolation techniques, with the dimension reduction technique to propose unified simulation schemes for solvable models with affine SV and Lévy jumps. In contrast to traditional exact simulation methods, our approach is applicable to a broad class of models, maintains good accuracy, and enables efficient pricing of discretely monitored path-dependent derivatives. We analyze various sources of errors arising from the simulation approach and present error bounds. Finally, extensive numerical results demonstrate that our method is highly accurate, efficient, simple to implement, and widely applicable.

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仿射随机波动和lsamvy跳变模型的解析可解性和精确模拟
我们通过推导对数资产价格的条件矩生成函数的统一公式,并提供该公式显式的条件,研究了具有仿射随机波动(SV)和lsamvy跳跃的模型的解析可解性。研究结果为一系列估值、校准和计量经济学问题奠定了基础。然后,我们结合我们的理论结果、希尔伯特变换方法、各种插值技术和降维技术,提出了具有仿射SV和lsamvy跳跃的可解模型的统一模拟方案。与传统的精确模拟方法相比,我们的方法适用于广泛的模型,保持良好的准确性,并使离散监测的路径相关衍生品能够有效定价。我们分析了仿真方法产生的各种误差来源,并给出了误差范围。最后,大量的数值结果表明,该方法精度高,效率高,实现简单,具有广泛的适用性。
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来源期刊
Mathematical Finance
Mathematical Finance 数学-数学跨学科应用
CiteScore
4.10
自引率
6.20%
发文量
27
审稿时长
>12 weeks
期刊介绍: Mathematical Finance seeks to publish original research articles focused on the development and application of novel mathematical and statistical methods for the analysis of financial problems. The journal welcomes contributions on new statistical methods for the analysis of financial problems. Empirical results will be appropriate to the extent that they illustrate a statistical technique, validate a model or provide insight into a financial problem. Papers whose main contribution rests on empirical results derived with standard approaches will not be considered.
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