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相关论文: Estimation of Ornstein-Uhlenbeck Process Using Ult…

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We conduct a preliminary analysis of a pairs trading strategy using the Ornstein-Uhlenbeck (OU) process to model stock price spreads. We compare this approach to a naive pairs trading strategy that uses a rolling window to calculate mean…

交易与市场微观结构 · 定量金融 2024-12-18 Jirat Suchato , Sean Wiryadi , Danran Chen , Ava Zhao , Michael Yue

The paper considers the problem of estimating the parameters in a continuous time regression model with a non-Gaussian noise of pulse type. The noise is specified by the Ornstein-Uhlenbeck process driven by the mixture of a Brownian motion…

统计理论 · 数学 2019-09-17 Evgeny Pchelintsev

This article aims to investigate the impact of noise on parameter fitting for an Ornstein-Uhlenbeck process, focusing on the effects of multiplicative and thermal noise on the accuracy of signal separation. To address these issues, we…

机器学习 · 统计学 2024-07-11 Simon Carter , Lilianne Mujica-Parodi , Helmut H. Strey

In this study, we generalize a problem of sampling a scalar Gauss Markov Process, namely, the Ornstein-Uhlenbeck (OU) process, where the samples are sent to a remote estimator and the estimator makes a causal estimate of the observed…

信息论 · 计算机科学 2022-02-14 Tasmeen Zaman Ornee , Yin Sun

In this paper we study the pricing of exchange options under a dynamic described by stochastic correlation with random jumps. In particular, we consider a Ornstein-Uhlenbeck covariance model with Levy Background Noise Process driven by…

计算金融 · 定量金融 2017-11-29 Olivares Pablo , Villamor Enrique

We propose a non-Gaussian operator-valued extension of the Barndorff-Nielsen and Shephard stochastic volatility dynamics, defined as the square-root of an operator-valued Ornstein-Uhlenbeck process with Levy noise and bounded drift. We…

概率论 · 数学 2015-06-25 Fred Espen Benth , Barbara Ruediger , Andre Suess

We develop a theory for option pricing with perfect hedging in an inefficient market model where the underlying price variations are autocorrelated over a time tau. This is accomplished by assuming that the underlying noise in the system is…

凝聚态物理 · 物理学 2007-05-23 Josep Perello , Jaume Masoliver

In this article, we study the problem of parameter estimation for a discrete Ornstein - Uhlenbeck model driven by Poisson fractional noise. Based on random walk approximation for the noise, we study least squares and maximum likelihood…

统计理论 · 数学 2017-12-15 Héctor Araya , Natalia Bahamonde , Tania Roa , Soledad Torres

We consider the problem of frequency estimation of the periodic signal multiplied by a stationary Gaussian process (Ornstein-Uhlenbeck) and observed in the presence of the white Gaussian noise. We show the consistency and asymptotic…

统计理论 · 数学 2017-10-10 O. V. Chernoyarov , Yu. A. Kutoyants

We consider a discrete-time approximation of paths of an Ornstein--Uhlenbeck process as a mean for estimation of a price of European call option in the model of financial market with stochastic volatility. The Euler--Maruyama approximation…

计算金融 · 定量金融 2016-01-07 Sergii Kuchuk-Iatsenko , Yuliya Mishura

In this project, we propose to explore the Kalman filter's performance for estimating asset prices. We begin by introducing a stochastic mean-reverting processes, the Ornstein-Uhlenbeck (OU) model. After this we discuss the Kalman filter in…

统计金融 · 定量金融 2024-07-10 Michael Sekatchev , Zhengxiang Zhou

Stochastic differential equations such as the Ornstein-Uhlenbeck process have long been used to model realworld probablistic events such as stock prices and temperature fluctuations. While statistical methods such as Maximum Likelihood…

机器学习 · 计算机科学 2026-02-05 Aroon Sankoh , Victor Wickerhauser

Finding Bertram's optimal trading strategy for a pair of cointegrated assets following the Ornstein--Uhlenbeck price difference process can be formulated as an unconstrained convex optimization problem for maximization of expected profit…

数理金融 · 定量金融 2022-11-23 Vladimír Holý , Michal Černý

The Ornstein-Uhlenbeck process may be used to generate a noise signal with a finite correlation time. If a one-dimensional stochastic process is driven by such a noise source, it may be analysed by solving a Fokker-Planck equation in two…

数据分析、统计与概率 · 物理学 2015-05-14 Michael Wilkinson

The multivariate Ornstein-Uhlenbeck process is used in many branches of science and engineering to describe the regression of a system to its stationary mean. Here we present an $O(N)$ Bayesian method to estimate the drift and diffusion…

统计力学 · 物理学 2018-08-01 Rajesh Singh , Dipanjan Ghosh , R. Adhikari

In this paper, we investigate the parameter estimation for threshold Ornstein$\mathit{-}$Uhlenbeck processes. Least squares method is used to obtain continuous-type and discrete-type estimators for the drift parameters based on continuous…

统计理论 · 数学 2024-03-28 Yuecai Han , Dingwen Zhang

Noise aids the encoding of continuous signals into pulse sequences by way of stochastic resonance and endows the encoding device with a preferred frequency. We study encoding by a threshold device based on the Ornstein-Uhlenbeck process,…

生物物理 · 物理学 2007-05-23 Hans E. Plesser , Theo Geisel

A scalar Langevin-type process $X(t)$ that is driven by Ornstein-Uhlenbeck noise $\eta(t)$ is non-Markovian. However, the joint dynamics of $X$ and $\eta$ is described by a Markov process in two dimensions. But even though there exists a…

数据分析、统计与概率 · 物理学 2018-01-17 B. Lehle , J. Peinke

In this paper, we consider a stochastic asset price model where the trend is an unobservable Ornstein Uhlenbeck process. We first review some classical results from Kalman filtering. Expectedly, the choice of the parameters is crucial to…

统计金融 · 定量金融 2015-04-21 Ahmed Bel Hadj Ayed , Grégoire Loeper , Frédéric Abergel

We obtain strong consistency and asymptotic normality of a least squares estimator of the drift coefficient for complex-valued Ornstein-Uhlenbeck processes disturbed by fractional noise, extending the result of Y. Hu and D. Nualart,…

概率论 · 数学 2017-01-27 Yong Chen , Yaozhong Hu , Zhi Wang
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