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We establish a microstructural foundation of the rough Bergomi model. Specifically, we consider a sequence of order driven financial market models where orders to buy or sell an asset arrive according to a Poisson process and have a long…

数理金融 · 定量金融 2026-03-16 Paul P. Hager , Ulrich Horst , Thomas Wagenhofer , Wei Xu

Using microscopic price models based on Hawkes processes, it has been shown that under some no-arbitrage condition, the high degree of endogeneity of markets together with the phenomenon of metaorders splitting generate rough Heston-type…

统计金融 · 定量金融 2021-01-20 Aditi Dandapani , Paul Jusselin , Mathieu Rosenbaum

We study an extension of the Heston stochastic volatility model that incorporates rough volatility and jump clustering phenomena. In our model, named the rough Hawkes Heston stochastic volatility model, the spot variance is a rough…

数理金融 · 定量金融 2022-10-25 Alessandro Bondi , Sergio Pulido , Simone Scotti

We propose a microstructural model for the order flow in financial markets that distinguishes between {\it core orders} and {\it reaction flow}, both modeled as Hawkes processes. This model has a natural scaling limit that reconciles a…

We provide a general probabilistic framework within which we establish scaling limits for a class of continuous-time stochastic volatility models with self-exciting jump dynamics. In the scaling limit, the joint dynamics of asset returns…

数理金融 · 定量金融 2019-12-02 Ulrich Horst , Wei Xu

We introduce a model for limit order book of a certain security with two main features: First, both the limit orders and market orders for the given asset are allowed to appear and interact with each other. Second, the high frequency…

证券定价 · 定量金融 2024-12-24 Yun Chen-Shue , Yukun Li , Jiongmin Yong

This paper investigates the asymptotic behavior of suitably time-modulated Hawkes processes with heavy-tailed kernels in a nearly unstable regime. We show that, under appropriate scaling, both the intensity processes and the rescaled Hawkes…

概率论 · 数学 2026-02-12 Emmanuel Gnabeyeu , Gilles Pagès , Mathieu Rosenbaum

We show that typical behaviors of market participants at the high frequency scale generate leverage effect and rough volatility. To do so, we build a simple microscopic model for the price of an asset based on Hawkes processes. We encode in…

交易与市场微观结构 · 定量金融 2016-09-19 El Euch Omar , Fukasawa Masaaki , Rosenbaum Mathieu

In industrial applications it is quite common to use stochastic volatility models driven by semi-martingale Markov volatility processes. However, in order to fit exactly market volatilities, these models are usually extended by adding a…

证券定价 · 定量金融 2022-06-22 Enrico Dall'Acqua , Riccardo Longoni , Andrea Pallavicini

In the setting of stochastic Volterra equations, and in particular rough volatility models, we show that conditional expectations are the unique classical solutions to path-dependent PDEs. The latter arise from the functional It\^o formula…

概率论 · 数学 2026-05-27 Ofelia Bonesini , Antoine Jacquier , Alexandre Pannier

We study a compound Poisson (random time-change) approximation for stochastic differential equations (SDEs) and stochastic Volterra equations whose coefficients may be merely measurable in time and may even exhibit integrable singularities.…

概率论 · 数学 2026-03-10 Xicheng Zhang , Yuanlong Zhao

We consider a $p$-dimensional time series where the dimension $p$ increases with the sample size $n$. The resulting data matrix $X$ follows a stochastic volatility model: each entry consists of a positive random volatility term multiplied…

概率论 · 数学 2020-01-15 Johannes Heiny , Thomas Mikosch

Based on the notion of paracontrolled distributions, we provide existence and uniqueness results for rough Volterra equations of convolution type with potentially singular kernels and driven by the newly introduced class of convolutional…

概率论 · 数学 2021-09-21 David J. Prömel , Mathias Trabs

We introduce a Hawkes-like process and study its scaling limit as the system becomes increasingly endogenous. We derive functional limit theorems for intensity and fluctuations. Then, we introduce a high-frequency model for a price of a…

概率论 · 数学 2018-07-12 Łukasz Treszczotko

Motivated by empirical evidence for rough volatility models, this paper investigates continuous-time mean-variance (MV) portfolio selection under the Volterra Heston model. Due to the non-Markovian and non-semimartingale nature of the…

投资组合管理 · 定量金融 2020-01-30 Bingyan Han , Hoi Ying Wong

Fractional stochastic volatility models have been widely used to capture the non-Markovian structure revealed from financial time series of realized volatility. On the other hand, empirical studies have identified scales in stock price…

数理金融 · 定量金融 2019-01-25 Jean-Pierre Fouque , Ruimeng Hu

We establish the weak convergence of the intensity of a nearly-unstable Hawkes process with heavy-tailed kernel. Our result is used to derive a scaling limit for a financial market model where orders to buy or sell an asset arrive according…

数理金融 · 定量金融 2026-03-26 Ulrich Horst , Wei Xu , Rouyi Zhang

Rough volatility is a well-established statistical stylised fact of financial assets. This property has lead to the design and analysis of various new rough stochastic volatility models. However, most of these developments have been carried…

数理金融 · 定量金融 2019-10-31 Mehdi Tomas , Mathieu Rosenbaum

We consider estimation of the spot volatility in a stochastic boundary model with one-sided microstructure noise for high-frequency limit order prices. Based on discrete, noisy observations of an It\^o semimartingale with jumps and general…

统计理论 · 数学 2024-11-20 Markus Bibinger

Recent empirical studies suggest that the volatilities associated with financial time series exhibit short-range correlations. This entails that the volatility process is very rough and its autocorrelation exhibits sharp decay at the…

证券定价 · 定量金融 2018-04-17 Josselin Garnier , Knut Solna
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