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Stochastic volatility models based on Gaussian processes, like fractional Brownian motion, are able to reproduce important stylized facts of financial markets such as rich autocorrelation structures, persistence and roughness of sample…

概率论 · 数学 2022-05-10 Eduardo Abi Jaber

In the classical model of stock prices which is assumed to be Geometric Brownian motion, the drift and the volatility of the prices are held constant. However, in reality, the volatility does vary. In quantitative finance, the Heston model…

证券定价 · 定量金融 2019-10-21 Arunangshu Biswas , Anindya Goswami , Ludger Overbeck

We consider the pricing problem related to payoffs that can have discontinuities of polynomial growth. The asset price dynamic is modeled within the Black and Scholes framework characterized by a stochastic volatility term driven by a…

概率论 · 数学 2016-07-26 Viktor Bezborodov , Luca Di Persio , Yuliya Mishura

We consider the regularity of sample paths of Volterra processes. These processes are defined as stochastic integrals $$ M(t)=\int_{0}^{t}F(t,r)dX(r), \ \ t \in \mathds{R}_{+}, $$ where $X$ is a semimartingale and $F$ is a deterministic…

概率论 · 数学 2015-03-18 Leonid Mytnik , Eyal Neuman

In this paper, we study the H\"older regularity of set-indexed stochastic processes defined in the framework of Ivanoff-Merzbach. The first key result is a Kolmogorov-like H\"older-continuity Theorem, whose novelty is illustrated on an…

概率论 · 数学 2015-10-27 Erick Herbin , Alexandre Richard

We consider a stochastic volatility model where the dynamics of the volatility are given by a possibly infinite linear combination of the elements of the time extended signature of a Brownian motion. First, we show that the model is…

证券定价 · 定量金融 2025-06-03 Eduardo Abi Jaber , Louis-Amand Gérard

In this paper we apply Markovian approximation of the fractional Brownian motion (BM), known as the Dobric-Ojeda (DO) process, to the fractional stochastic volatility model where the instantaneous variance is modelled by a lognormal process…

数理金融 · 定量金融 2019-04-22 Peter Carr , Andrey Itkin

In this paper we investigate general linear stochastic volatility models with correlated Brownian noises. In such models the asset price satisfies a linear SDE with coefficient of linearity being the volatility process. This class contains…

证券定价 · 定量金融 2013-05-16 Jacek Jakubowski , Maciej Wisniewolski

We consider the paths of a Gaussian random process $x(t)$, $x(0)=0$ not exceeding a fixed positive level over a large time interval $(0,T)$, $T\gg 1$. The probability $p(T)$ of such event is frequently a regularly varying function at…

概率论 · 数学 2009-09-29 G. Molchan , A. Khokhlov

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

In this paper we study a parametric class of stochastic processes to model both fast and slow anomalous diffusion. This class, called generalized grey Brownian motion (ggBm), is made up off self-similar with stationary increments processes…

数学物理 · 物理学 2009-11-13 Antonio Mura , Gianni Pagnini

We introduce a general class of stochastic processes driven by a multifractional Brownian motion (mBm) and study the estimation problems of their pointwise H\"older exponents (PHE) based on a new localized generalized quadratic variation…

数理金融 · 定量金融 2018-10-17 Qidi Peng , Ran Zhao

This paper is concerned with nonlinear filtering of the coefficients in asset price models with stochastic volatility. More specifically, we assume that the asset price process $S=(S_{t})_{t\geq0}$ is given by \[ dS_{t}=m(\theta_{t})S_{t}…

概率论 · 数学 2016-08-16 Jakša Cvitanić , Robert Liptser , Boris Rozovskii

Fractional Brownian motion with the Hurst parameter $H<\frac{1}{2}$ is used widely, for instance, to describe a 'rough' stochastic volatility process in finance. In this paper, we examine an Ait-Sahalia-type interest rate model driven by a…

概率论 · 数学 2022-05-03 Emmanuel Coffie , Xuerong Mao , Frank Proske

This paper is concerned with nonlinear filtering of the coefficients in asset price models with stochastic volatility. More specifically, we assume that the asset price process $ S=(S_{t})_{t\geq0} $ is given by \[…

概率论 · 数学 2008-12-10 Jaksa Cvitanic , Robert Liptser , Boris Rozovskii

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 how to construct a stochastic process on a finite interval with given `roughness' and finite joint moments of marginal distributions. We first extend Ciesielski's isomorphism along a general sequence of partitions, and provide a…

概率论 · 数学 2025-04-28 Erhan Bayraktar , Purba Das , Donghan Kim

We study the Heston model for pricing European options on stocks with stochastic volatility. This is a Black\--Scholes\--type equation whose spatial domain for the logarithmic stock price $x\in \RR$ and the variance $v\in (0,\infty)$ is the…

偏微分方程分析 · 数学 2017-11-15 Bénédicte Alziary , Peter Takáč

In this paper, we focus on the estimation of historical volatility of asset prices from high-frequency data. Stochastic volatility models pose a major statistical challenge: since in reality historical volatility is not observable, its…

计算金融 · 定量金融 2023-02-27 Camilla Damian , Rüdiger Frey

We obtain sharp sufficient conditions for exponentially integrable stochastic processes $X=\{X(t)\!\!: t\in [0,1]\}$, to have sample paths with bounded $\Phi$-variation. When $X$ is moreover Gaussian, we also provide a bound of the…

概率论 · 数学 2017-07-20 Andreas Basse-O'Connor , Michel Weber
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