TY - JOUR
T1 - Wasserstein bounds in the clt of the mle for the drift coefficient of a stochastic partial differential equation
AU - Es-Sebaiy, Khalifa
AU - Al-Foraih, Mishari
AU - Alazemi, Fares
N1 - Publisher Copyright:
© 2021 by the authors. Licensee MDPI, Basel, Switzerland.
PY - 2021/12
Y1 - 2021/12
N2 - In this paper, we are interested in the rate of convergence for the central limit theorem of the maximum likelihood estimator of the drift coefficient for a stochastic partial differential equation based on continuous time observations of the Fourier coefficients ui (t), i = 1, …, N of the solution, over some finite interval of time [0, T]. We provide explicit upper bounds for the Wasserstein distance for the rate of convergence when N → ∞ and/or T → ∞. In the case when T is fixed and N → ∞, the upper bounds obtained in our results are more efficient than those of the Kolmogorov distance given by the relevant papers of Mishra and Prakasa Rao, and Kim and Park.
AB - In this paper, we are interested in the rate of convergence for the central limit theorem of the maximum likelihood estimator of the drift coefficient for a stochastic partial differential equation based on continuous time observations of the Fourier coefficients ui (t), i = 1, …, N of the solution, over some finite interval of time [0, T]. We provide explicit upper bounds for the Wasserstein distance for the rate of convergence when N → ∞ and/or T → ∞. In the case when T is fixed and N → ∞, the upper bounds obtained in our results are more efficient than those of the Kolmogorov distance given by the relevant papers of Mishra and Prakasa Rao, and Kim and Park.
KW - Parameter estimation
KW - Rate of normal convergence of the MLE
KW - Stochastic partial differential equations
KW - Wasserstein distance
UR - http://www.scopus.com/inward/record.url?scp=85118371603&partnerID=8YFLogxK
U2 - 10.3390/fractalfract5040187
DO - 10.3390/fractalfract5040187
M3 - Article
AN - SCOPUS:85118371603
SN - 2504-3110
VL - 5
JO - Fractal and Fractional
JF - Fractal and Fractional
IS - 4
M1 - 187
ER -