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粗糙Hawkes-Heston模型的微观结构基础

Microstructural Foundation for the Rough Hawkes--Heston Model

Yingli Wang, Yinhao Wu, Lingjiong Zhu

arXiv 2608.07709首次发表:更新:

AI 中文总结

本文构建泊松嵌入标记Hawkes订单流模型,为含共同价格-波动率跳跃的粗糙Hawkes-Heston模型提供微观结构基础,推导其收敛性并经数值实验验证。

AI 中文摘要

El Euch等人(2018年,《Finance Stoch.》第22卷第2期,241-280页)开发了基于Hawkes的粗糙波动率、杠杆效应及粗糙Heston型极限的微观结构基础,并将其与El Euch和Rosenbaum(2019年,《Math. Finance》第29卷第1期,3-38页)的仿射粗糙Heston框架关联。Bondi等人(2024年,《Math. Finance》第34卷第4期,1197-1241页)提出的含共同价格-波动率跳跃的粗糙Hawkes-Heston模型,通过向粗糙仿射波动率添加状态依赖的共同跳跃扩展了该框架。我们通过构建泊松嵌入的标记Hawkes订单流模型,为其方差与共同跳跃机制提供微观结构基础:普通到达通过近不稳定重尾Hawkes机制产生粗糙连续波动率与杠杆效应,而罕见的标记到达代表共同冲击事件,会产生同步的价格跳跃与波动率激发。在近不稳定标度与简化形式容许条件下,完整重标后的价格/方差/跳跃系统沿完整序列收敛到唯一的完整正则粗糙Hawkes-Heston弱解。Hawkes更新结构产生Mittag-Leffler Volterra表示,随后被改写为Riemann-Liouville分数形式,极限系数以微观参数明确表示。该构建为粗糙Hawkes-Heston模型的方差与共同跳跃机制提供了微观结构基础,数值实验验证了我们的微观结构基础向粗糙Hawkes-Heston模型的收敛性。

英文摘要

Hawkes-based microstructural foundations for rough volatility, leverage, and rough Heston-type limits were developed by El Euch et al. (2018, Finance Stoch., 22(2), 241--280) and connected to the affine rough Heston framework of El Euch and Rosenbaum (2019, Math. Finance, 29(1), 3--38). The rough Hawkes--Heston model with common price--volatility jumps of Bondi et al. (2024, Math. Finance, 34(4), 1197--1241) extends this framework by adding state-dependent common jumps to rough affine volatility. We provide a microstructural foundation for its variance and common-jump mechanism by constructing a Poisson-embedded marked Hawkes order-flow model. Ordinary arrivals generate rough continuous volatility and leverage through a nearly unstable heavy-tailed Hawkes mechanism, while rare marked arrivals represent common shock events that produce simultaneous price jumps and volatility excitation. Under the nearly unstable scaling and the reduced-form admissibility conditions, the complete rescaled price/variance/jump system converges along the full sequence to the unique complete canonical rough Hawkes--Heston weak solution. The Hawkes renewal structure yields a Mittag--Leffler Volterra representation, which is then rewritten in Riemann--Liouville fractional form. The limiting coefficients are expressed explicitly in terms of the microscopic parameters. The construction provides a microstructural foundation for the variance and common-jump mechanism of the rough Hawkes--Heston model. Numerical experiments illustrate the convergence of our microstructural foundation to the rough Hawkes-Heston model.

Comments67 pages, 2 figures

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