Optimal parameter estimation for linear SPDEs from multiple measurements
Altmeyer R, Tiepner A, Wahl M (2024)
Annals of Statistics 52(4): 1307-1333.
Zeitschriftenaufsatz
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Autor*in
Altmeyer, Randolf;
Tiepner, Anton;
Wahl, MartinUniBi
Einrichtung
Abstract / Bemerkung
The coefficients in a second order parabolic linear stochastic partial differential equation (SPDE) are estimated from multiple spatially localised measurements. Assuming that the spatial resolution tends to zero and the number of measurements is nondecreasing, the rate of convergence for each coefficient depends on its differential order and is faster for higher order coefficients. Based on an explicit analysis of the reproducing kernel Hilbert space of a general stochastic evolution equation, a Gaussian lower bound scheme is introduced. As a result, minimax optimality of the rates as well as sufficient and necessary conditions for consistent estimation are established.
Stichworte
Linear SPDEs;
parameter estimation;
central limit theorem;
minimax lower;
bound;
reproducing kernel Hilbert space;
local measurements
Erscheinungsjahr
2024
Zeitschriftentitel
Annals of Statistics
Band
52
Ausgabe
4
Seite(n)
1307-1333
ISSN
0090-5364
Page URI
https://pub.uni-bielefeld.de/record/2969766
Zitieren
Altmeyer R, Tiepner A, Wahl M. Optimal parameter estimation for linear SPDEs from multiple measurements. Annals of Statistics. 2024;52(4):1307-1333.
Altmeyer, R., Tiepner, A., & Wahl, M. (2024). Optimal parameter estimation for linear SPDEs from multiple measurements. Annals of Statistics, 52(4), 1307-1333. https://doi.org/10.1214/24-AOS2364
Altmeyer, Randolf, Tiepner, Anton, and Wahl, Martin. 2024. “Optimal parameter estimation for linear SPDEs from multiple measurements”. Annals of Statistics 52 (4): 1307-1333.
Altmeyer, R., Tiepner, A., and Wahl, M. (2024). Optimal parameter estimation for linear SPDEs from multiple measurements. Annals of Statistics 52, 1307-1333.
Altmeyer, R., Tiepner, A., & Wahl, M., 2024. Optimal parameter estimation for linear SPDEs from multiple measurements. Annals of Statistics, 52(4), p 1307-1333.
R. Altmeyer, A. Tiepner, and M. Wahl, “Optimal parameter estimation for linear SPDEs from multiple measurements”, Annals of Statistics, vol. 52, 2024, pp. 1307-1333.
Altmeyer, R., Tiepner, A., Wahl, M.: Optimal parameter estimation for linear SPDEs from multiple measurements. Annals of Statistics. 52, 1307-1333 (2024).
Altmeyer, Randolf, Tiepner, Anton, and Wahl, Martin. “Optimal parameter estimation for linear SPDEs from multiple measurements”. Annals of Statistics 52.4 (2024): 1307-1333.
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