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We study rare events in the extreme value statistics of stochastic symmetric jump processes with power tails in the distributions of the jumps, using the big-jump principle. The principle states that in the presence of stochastic processes…

统计力学 · 物理学 2024-09-04 Alberto Bassanoni , Alessandro Vezzani , Raffaella Burioni

We study inference for the driving L\'evy noise of an ergodic stochastic differential equation (SDE) model, when the process is observed at high-frequency and long time and when the drift and scale coefficients contain finite-dimensional…

统计方法学 · 统计学 2022-03-22 Hiroki Masuda , Lorenzo Mercuri , Yuma Uehara

We consider stochastic control systems affected by a fast mean reverting volatility $Y(t)$ driven by a pure jump L\'evy process. Motivated by a large literature on financial models, we assume that $Y(t)$ evolves at a faster time scale…

概率论 · 数学 2014-05-27 Martino Bardi , Annalisa Cesaroni , Andrea Scotti

In this paper we develop an $L_2$-theory for stochastic partial differential equations driven by L\'evy processes. The coefficients of the equations are random functions depending on time and space variables, and no smoothness assumption of…

概率论 · 数学 2010-07-26 Zhen-Qing Chen , Kyeong-Hun Kim

In this paper we derive a technique of obtaining limit theorems for suprema of L\'evy processes from their random walk counterparts. For each $a>0$, let $\{Y^{(a)}_n:n\ge 1\}$ be a sequence of independent and identically distributed random…

概率论 · 数学 2011-05-23 Kamil Marcin Kosinski , Onno Boxma , Bert Zwart

For a given L\'{e}vy process $X=(X_t)_{t\in\mathbb{R}_+}$ and for fixed $s\in \mathbb{R}_{+}\cup\{\infty\}$ and $t\in\mathbb{R}_+$ we analyse the {\it future drawdown extremes} that are defined as follows: \begin{eqnarray*} \overline…

概率论 · 数学 2017-05-08 E. J. Baurdoux , Z. Palmowski , M. R. Pistorius

We generalize the concept of extremal index of a stationary random sequence to the series scheme of identically distributed random variables with random series sizes tending to infinity in probability. We introduce new extremal indices…

概率论 · 数学 2020-09-22 Alexey V. Lebedev

Recently, the notion of implicit extreme value distributions has been established, which is based on a given loss function $f \ge 0$. From an application point of view, one is rather interested in extreme loss events that occur relative to…

概率论 · 数学 2019-08-20 Dustin Kremer

The extremes of a stationary time series typically occur in clusters. A primary measure for this phenomenon is the extremal index, representing the reciprocal of the expected cluster size. Both a disjoint and a sliding blocks estimator for…

统计理论 · 数学 2017-07-14 Betina Berghaus , Axel Bücher

We apply multilevel Monte Carlo for option pricing problems using exponential L\'{e}vy models with a uniform timestep discretisation to monitor the running maximum required for lookback and barrier options. The numerical results demonstrate…

计算金融 · 定量金融 2017-05-31 Mike Giles , Yuan Xia

A standard approach to analysis of noise-induced effects in stochastic dynamics assumes a Gaussian character of the noise term describing interaction of the analyzed system with its complex surroundings. An additional assumption about the…

统计力学 · 物理学 2009-05-06 Bartlomiej Dybiec , Ewa Gudowska-Nowak

We establish distributional limit theorems for the shape statistics of a concave majorant (i.e. the fluctuations of its length, its supremum, the time it is attained and its value at $T$) of any L\'evy process on $[0,T]$ as $T\to\infty$.…

This work is devoted to investigating stochastic turbulence for the fluid flow in one-dimensional viscous Burgers equation perturbed by L\'evy space-time white noise with the periodic boundary condition. We rigorously discuss the regularity…

概率论 · 数学 2021-06-08 Shenglan Yuan , Dirk Blömker , Jinqiao Duan

We define two new classes of stochastic processes, called tempered fractional L\'{e}vy process of the first and second kinds (TFLP and TFLP $I\!I$, respectively). TFLP and TFLP $I\!I$ make up very broad finite-variance, generally…

概率论 · 数学 2019-10-03 Benjamin Cooper Boniece , Gustavo Didier , Farzad Sabzikar

We study the statistics of the maximum and minimum of a set of $N$ random variables whose dynamical and statistical properties fall within the scope of infinite ergodic theory. These non-stationary yet recurrent systems are described, in…

统计力学 · 物理学 2026-03-09 Talia Baravi , Eli Barkai

In this paper, we investigate specific least action principles for laws of stochastic processes within a framework which stands on filtrations preserving variations. The associated Euler-Lagrange conditions, which we obtain, exhibit a…

概率论 · 数学 2022-08-08 Rémi Lassalle

We analyze the spatial asymptotic properties of the solution to the stochastic heat equation driven by an additive L\'evy space-time white noise. For fixed time $t > 0$ and space $x \in \mathbb{R}^d$ we determine the exact tail behavior of…

概率论 · 数学 2022-03-14 Carsten Chong , Péter Kevei

The goal of this paper is two-fold: 1. We review classical and recent measures of serial extremal dependence in a strictly stationary time series as well as their estimation. 2. We discuss recent concepts of heavy-tailed time series,…

统计理论 · 数学 2013-03-27 Richard A. Davis , Thomas Mikosch , Yuwei Zhao

The ordinary Levy motion is a random process whose stationary independent increments are statistically self-affine and distributed with a stable probability law characterized by the Levy index alpha, 0 < alpha < 2. The divergence of…

统计力学 · 物理学 2007-05-23 A. V. Chechkin , V. Yu. Gonchar

We introduce the notion of multiple extremal integrals as an extension of single extremal integrals, which have played important roles in extreme value theory. The multiple extremal integrals are formulated in terms of a product-form random…

概率论 · 数学 2026-02-03 Shuyang Bai , Jiemiao Chen