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相关论文: Volatility Estmators for Discretely Sampled L\'{e}…

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During the last decade Levy processes with jumps have received increasing popularity for modelling market behaviour for both derviative pricing and risk management purposes. Chan et al. (2009) introduced the use of empirical likelihood…

统计方法学 · 统计学 2012-01-16 Steven Kou , Tony Sit , Zhiliang Ying

Motivated by the construction of the It\^o stochastic integral, we consider a step function method to discretize and simulate volatility modulated L\'evy semistationary processes. Moreover, we assess the accuracy of the method with a…

应用统计 · 统计学 2014-07-11 Mikkel Bennedsen , Asger Lunde , Mikko S. Pakkanen

We propose model-free (nonparametric) estimators of the volatility of volatility and leverage effect using high-frequency observations of short-dated options. At each point in time, we integrate available options into estimates of the…

计量经济学 · 经济学 2024-01-24 Carsten H. Chong , Viktor Todorov

The problem of integrated volatility estimation for the solution X of a stochastic differential equation with L{\'e}vy-type jumps is considered under discrete high-frequency observations in both short and long time horizon. We provide an…

统计理论 · 数学 2020-05-01 Chiara Amorino , Arnaud Gloter

In this paper, a pricing formula for volatility swaps is delivered when the underlying asset follows the stochastic volatility model with jumps and stochastic intensity. By using Feynman-Kac theorem, a partial integral differential equation…

证券定价 · 定量金融 2018-05-21 Ben-zhang Yang , Jia Yue , Ming-hui Wang , Nan-jing Huang

We propose a method for constructing sparse high-frequency volatility estimators that are robust against change points in the spot volatility process. The estimators we propose are $\ell_1$-regularized versions of existing volatility…

统计金融 · 定量金融 2024-07-02 Greeshma Balabhadra , El Mehdi Ainasse , Pawel Polak

Generalizing the concept of quantiles to the jump measure of a L\'evy process, the generalized quantiles $q_{\tau}^{\pm}>0$, for $\tau>0$, are given by the smallest values such that a jump larger than $q_{\tau}^{+}$ or a negative jump…

统计理论 · 数学 2015-06-19 Mathias Trabs

For $n$ equidistant observations of a L\'evy process at time distance $\Delta_n$ we consider the problem of testing hypotheses on the volatility, the jump measure and its Blumenthal-Getoor index in a non- or semiparametric manner.…

统计理论 · 数学 2013-04-05 Markus Reiß

Nonparametric methods for the estimation of the Levy density of a Levy process are developed. Estimators that can be written in terms of the ``jumps'' of the process are introduced, and so are discrete-data based approximations. A model…

统计理论 · 数学 2007-06-13 Enrique Figueroa-Lopez , Christian Houdre

In this paper we consider two processes driven by diffusions and jumps. The jump components are Levy processes and they can both have finite activity and infinite activity. Given discrete observations we estimate the covariation between the…

概率论 · 数学 2009-11-13 Fabio Gobbi , Cecilia Mancini

Using key tools such as It\^o formula for general semi-martingales, moments estimates for L\'{e}vy-type stochastic integrals and properties of regular varying functions we find conditions under which solutions of stochastic differential…

概率论 · 数学 2024-02-09 I. Orlovskyi , F. Proske , O. Tymoshenko

This article deals with adaptive nonparametric estimation for L\'evy processes observed at low frequency. For general linear functionals of the L\'evy measure, we construct kernel estimators, provide upper risk bounds and derive rates of…

统计理论 · 数学 2014-07-15 Johanna Kappus

In this paper, we study the L\'evy process time-changed by independent L\'evy subordinators, namely, the incomplete gamma subordinator, the $\epsilon$-jumps incomplete gamma subordinator and tempered incomplete gamma subordinator. We derive…

概率论 · 数学 2024-05-17 Meena Sanjay Babulal , Sunil Kumar Gauttam , Aditya Maheshwari

Given a sample from a discretely observed L\'evy process $X=(X_t)_{t\geq 0}$ of the finite jump activity, the problem of nonparametric estimation of the L\'evy density $\rho$ corresponding to the process $X$ is studied. An estimator of…

统计理论 · 数学 2018-04-17 Shota Gugushvili

Exponential L\'evy processes can be used to model the evolution of various financial variables such as FX rates, stock prices, etc. Considerable efforts have been devoted to pricing derivatives written on underliers governed by such…

证券定价 · 定量金融 2012-06-29 Leif Andersen , Alexander Lipton

We study the problem of parameter estimation for discretely observed stochastic processes driven by additive small L\'{e}vy noises. We do not impose any moment condition on the driving L\'{e}vy process. Under certain regularity conditions…

统计理论 · 数学 2012-05-23 Hongwei Long , Yasutaka Shimizu , Wei Sun

This paper proposes a new integrated variance estimator based on order statistics within the framework of jump-diffusion models. Its ability to disentangle the integrated variance from the total process quadratic variation is confirmed by…

风险管理 · 定量金融 2018-03-23 Luca Spadafora , Francesca Sivero , Nicola Picchiotti

We define a generalized index of jump activity, propose estimators of that index for a discretely sampled process and derive the estimators' properties. These estimators are applicable despite the presence of Brownian volatility in the…

统计理论 · 数学 2009-08-24 Yacine Aït-Sahalia , Jean Jacod

We compute the value of a variance swap when the underlying is modeled as a Markov process time changed by a L\'{e}vy subordinator. In this framework, the underlying may exhibit jumps with a state-dependent L\'{e}vy measure, local…

证券定价 · 定量金融 2013-07-03 Matthew Lorig , Oriol Lozano Carbasse , Rafael Mendoza-Arriaga

We consider the problem of estimating the density of the process associated with the small jumps of a pure jump L\'evy process, possibly of infinite variation, from discrete observations of one trajectory. The interest of such a question…

统计理论 · 数学 2024-12-10 Céline Duval , Taher Jalal , Ester Mariucci