Prediction problem for random fields on groups
The problem considered is the problem of optimal linear estimation of the functional Aξ = ∑↑∞↓j=0 ∫↓G a(g, j)ξ(g, j)dg which depends on the unknown values of a homogeneous random field ξ(g, j) on the group G × Z from observations of the field ξ(g, j) + η(g, j) for (g, j) belongs G×{−1,−2, . . .}, wher...
Saved in:
| Date: | 2007 |
|---|---|
| Main Author: | |
| Format: | Article |
| Language: | English |
| Published: |
Інститут математики НАН України
2007
|
| Online Access: | https://nasplib.isofts.kiev.ua/handle/123456789/4518 |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| Journal Title: | Digital Library of Periodicals of National Academy of Sciences of Ukraine |
| Cite this: | Prediction problem for random fields on groups / M. Moklyachuk // Theory of Stochastic Processes. — 2007. — Т. 13 (29), № 4. — С. 148–162. — Бібліогр.: 20 назв.— англ. |
Institution
Digital Library of Periodicals of National Academy of Sciences of Ukraine| Summary: | The problem considered is the problem of optimal linear estimation of the functional Aξ = ∑↑∞↓j=0 ∫↓G a(g, j)ξ(g, j)dg which depends on the unknown values of a homogeneous random field ξ(g, j) on the group G × Z from observations of the field ξ(g, j) + η(g, j) for (g, j) belongs G×{−1,−2, . . .}, where η(g, j) is an uncorrelated with ξ(g, j) homogeneous random field ξ(g, j) on the group G×Z. Formulas are proposed for calculation the mean square error and spectral characteristics of the optimal linear estimate in the case where spectral densities of the fields are known. The least favorable spectral densities and the minimax spectral characteristics of the optimal estimate of the functional are found for some classes of spectral densities. |
|---|