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We provide a nonparametric method for the computation of instantaneous multivariate volatility for continuous semi-martingales, which is based on Fourier analysis. The co-volatility is reconstructed as a stochastic function of time by…

统计理论 · 数学 2009-08-14 Paul Malliavin , Maria Elvira Mancino

In this paper we derive tractable formulae for price sensitivities of two-dimensional spread options using Malliavin calculus. In particular, we consider spread options with asset dynamics driven by geometric Brownian motion and stochastic…

最优化与控制 · 数学 2021-06-10 Farai Julius Mhlanga , Shadrack Makwena Kgomo

We study the non-parametric estimation of an unknown stationary density fV of an unobserved strictly stationary volatility process $(\bm V_t)_{t\geq 0}$ on $\IRp^2 := (0,\infty)^2$ based on discrete-time observations in a stochastic…

统计理论 · 数学 2022-10-04 Sergio Brenner Miguel

This papers develops a stochastic integration theory with respect to volatility modulated L\'{e}vy-driven Volterra (VMLV) processes. It extends recent results in the literature to allow for stochastic volatility and pure jump processes in…

This paper presents a novel approach to stochastic volatility (SV) modeling by utilizing nonparametric techniques that enhance our ability to capture the volatility of financial time series data, with a particular emphasis on the…

统计计算 · 统计学 2025-02-18 Yudong Feng , Ashis Gangopadhyay

We introduce a multivariate stochastic volatility model for asset returns that imposes no restrictions to the structure of the volatility matrix and treats all its elements as functions of latent stochastic processes. When the number of…

机器学习 · 统计学 2017-01-09 P. Dellaportas , A. Plataniotis , M. K. Titsias

This study introduces computation of option sensitivities (Greeks) using the Malliavin calculus under the assumption that the underlying asset and interest rate both evolve from a stochastic volatility model and a stochastic interest rate…

证券定价 · 定量金融 2018-06-18 Bilgi Yilmaz

We present a method for computing parameter sensitivities and response coefficients in Brownian dynamics simulations. The method involves tracking auxiliary variables (Malliavin weights) in addition to the usual particle positions, in an…

统计力学 · 物理学 2012-07-20 Patrick B. Warren , Rosalind J. Allen

This paper develops a flexible and computationally efficient multivariate volatility model, which allows for dynamic conditional correlations and volatility spillover effects among financial assets. The new model has desirable properties…

统计方法学 · 统计学 2025-07-25 Wenyu Li , Yuchang Lin , Qianqian Zhu , Guodong Li

We deal with the calculation of price sensitivities for stochastic volatility models. General forms for the dynamics of the underlying asset price and its volatility are considered. We make use of the chaotic (or Malliavin) calculus to…

概率论 · 数学 2018-01-30 Youssef El-Khatib , Abdulnasser Hatemi-J

This paper proposes a semiparametric stochastic volatility (SV) model that relaxes the restrictive Gaussian assumption in both the return and volatility error terms, allowing them to follow flexible, nonparametric distributions with…

统计计算 · 统计学 2025-06-03 Yudong Feng , Ashis Gangopadhyay

With the availability of high frequency financial data, nonparametric estimation of volatility of an asset return process becomes feasible. A major problem is how to estimate the volatility consistently and efficiently, when the observed…

统计理论 · 数学 2007-06-13 Lan Zhang

This article studies the finite sample behaviour of a number of estimators for the integrated power volatility process of a Brownian semistationary process in the non semi-martingale setting. We establish three consistent feasible…

Malliavin calculus is a powerful and general framework for the analysis of square-integrable random variables, but it often suffers from a lack of tractability and explicit representations. To address this limitation, we focus on a subclass…

概率论 · 数学 2026-04-28 Eduardo Abi Jaber , Clément Rey , Dimitri Sotnikov

This paper discusses the efficient Bayesian estimation of a multivariate factor stochastic volatility (Factor MSV) model with leverage. We propose a novel approach to construct the sampling schemes that converges to the posterior…

统计方法学 · 统计学 2017-06-14 David Gunawan , Chris Carter , Robert Kohn

In this paper, we establish existence, uniqueness, and regularity properties of the solutions to multi-dimensional backward stochastic Volterra integral equations (BSVIEs), whose (possibly random) generator reflects nonlinear dependence on…

概率论 · 数学 2025-01-09 Qian Lei , Chi Seng Pun

Solutions of stochastic Volterra (integral) equations are not Markov processes, and therefore classical methods, like dynamic programming, cannot be used to study optimal control problems for such equations. However, we show that by using…

最优化与控制 · 数学 2015-08-28 Nacira Agram , Bernt Øksendal

In this paper we introduce a general method for estimating the quadratic covariation of one or more spot parameters processes associated with continuous time semimartingales. This estimator is applicable to a wide range of spot parameter…

统计理论 · 数学 2020-11-26 Emil A. Stoltenberg , Per A. Mykland , Lan Zhang

We provide a new non-parametric Fourier procedure to estimate the trajectory of the instantaneous covariance process (from discrete observations of a multidimensional price process) in the presence of jumps extending the seminal work…

统计理论 · 数学 2014-06-23 Christa Cuchiero , Josef Teichmann

In this paper we consider the simulation-based Bayesian analysis of stochastic volatility in mean (SVM) models. Extending the highly efficient Markov chain Monte Carlo mixture sampler for the SV model proposed in Kim et al. (1998) and Omori…

计量经济学 · 经济学 2024-11-21 Daichi Hiraki , Siddhartha Chib , Yasuhiro Omori
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