Parameter Estimation for the Stochastic Heat Equation Based on the Quasi-LikelihoodMethod

本文中,我们研究了时空白噪声驱动的随机热方程的参数估计问题。在固定某一时间点的情况下, 我们假设空间过程可以离散观测,使用拟似然方法给出了扩散参数的估计量。另外,我们基于马 列万分析得到了估计量的渐进行为。In this paper, we investigate the parameter estimation problem of the stochastic heat equation driven by space-time white noise. Under the assumption that the spatial process can be discretely observed at a fixed time point, we use the quasi-likelihood method to provide an estimator for the diffusion parameter. Additionally, we derive the asymptotic behavior of the estimator based on Malliavin calculus.

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Publication Details

Journal
Advances in Applied Mathematics
Published
2025-01-01
DOI
https://doi.org/10.12677/aam.2025.144162
Primary Topic
Stochastic processes and financial applications
Type
article
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article

Parameter Estimation for the Stochastic Heat Equation Based on the Quasi-LikelihoodMethod

子若 盖
Advances in Applied Mathematics
Stochastic processes and financial applications
article

Parameter Estimation for the Stochastic Heat Equation Based on the Quasi-LikelihoodMethod

子若 盖
article en

Abstract

本文中,我们研究了时空白噪声驱动的随机热方程的参数估计问题。在固定某一时间点的情况下, 我们假设空间过程可以离散观测,使用拟似然方法给出了扩散参数的估计量。另外,我们基于马 列万分析得到了估计量的渐进行为。In this paper, we investigate the parameter estimation problem of the stochastic heat equation driven by space-time white noise. Under the assumption that the spatial process can be discretely observed at a fixed time point, we use the quasi-likelihood method to provide an estimator for the diffusion parameter. Additionally, we derive the asymptotic behavior of the estimator based on Malliavin calculus.

Advances in Applied MathematicsVol. 14(04)
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Parameter Estimation for the Stochastic Heat Equation Based on the Quasi-LikelihoodMethod — 子若 盖 · Advances in Applied Mathematics (2025) | TGRS Research Map | TGRS