Abstract
Consider the stochastic partial differential equation
du ∈(t,x) = θ(t)△u ∈(t, x)dt + ∈dW Q(t,x), 0 ≤ t ≤ T
where △ = ∂2/∂x 2, θ ∈ Θ and Θ is a class of positive valued functions. We obtain an estimator for the linear multiplier θ (t) and establish the consistency, rate of convergence and asymptotic normality of this estimator as θ → 0.
Similar content being viewed by others
References
Da Prato, G. and Zabczyk, J.: Stochastic Equations in Infinite Dimensions. Cambridge University Press, 1992.
Huebner, M., Khasminskii, R. and Rozovskii. B. L.: Two Examples of Parameter Estimation for Stochastic Partial Differential Equations. In: Stochastic Processes: A Festschrift in Honour of Gopinath Kallianpur, Springer, New York, 1993, pp. 149–160.
Huebner, M. and Rozovskii, B. L.: On asymptotic properties of maximum likelihood estimators for parabolic stochastic SPDE's. Prob. Theory Relat. Fields 103 (1995), 143–163.
Ito, K.: Foundations of Stochastic Differential Equations in Infinite Dimensional Spaces. Vol. 47, CBMS Notes, SIAM, Baton Rouge, 1984.
Kallianpur, G. and Xiong, J.: Stochastic Differential Equations in Infinite Dimensions. Vol. 26, IMS Lecture Notes, Hayward, California, 1995.
Kutoyants, Yu.: Identification of Dynamical Systems with Small Noise. Kluwer Academic Publishers, Dordrecht, 1994.
Prakasa Rao, B. L. S.: The Bernstein-von Mises theorem for a class of diffusion processes. Teor. Sluch. Proc. 9 (1981), 95–101 (In Russian).
Prakasa Rao, B. L. S.: Bayes Estimation for Parabolic Stochastic Partial Differential Equations. Preprint, Indian Statistical Institute, New Delhi, 1998.
Prakasa Rao, B. L. S.: Statistical Inference for Diffusion type Processes. Arnold, London and Oxford University Press, New York, 1999.
Prakasa Rao, B. L. S.: Semimartingales and Their Statistical Inference. CRC Press, Boca Raton, Florida and Chapman and Hall, London, 1999.
Prakasa Rao, B. L. S.: Nonparametric inference for a class of stochastic partial differential equations, Tech. Report. No. 293, Dept. of Statistics and Actuarial Science, University of Iowa, 2000.
Prakasa Rao, B. L. S.: Bayes estimation for some stochastic partial differential equations. J. Stat. Plan. Inf. 91 (2000) 511–524.
Rozovskii, B. L.: Stochastic Evolution Systems. Kluwer, Dordrecht, 1990.
Author information
Authors and Affiliations
Rights and permissions
About this article
Cite this article
Rao, B.L.S.P. Nonparametric Inference for a Class of Stochastic Partial Differential Equations II. Statistical Inference for Stochastic Processes 4, 41–52 (2001). https://doi.org/10.1023/A:1017524901430
Issue Date:
DOI: https://doi.org/10.1023/A:1017524901430