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Transcript
Estimation for the Mean of Generalizeed Random Functions
Alexander Ponomarenko
Kyiv Taras Schevchenko University Department of Probability and Mathematical Statistics
Volodimirska, 64
Kyiv, Ukraine
[email protected]
Denote by D(G) the space of test functions with compact supports on a locally compact
DEHOLDQ JURXS * VHH 0DXULQ /HW ; ∈ D(G) be a real wide-sense stationary ndimensional generalized random function on G with zero mean, random spectral measure Z and
spectral measure F, and let L2 )KHUH LVWKHFKDUDFWHUJURXSRI*EH+LOEHUWVSDFHRIVTXDUH
integrable multivariate functions with respect to F (see Ponomarenko (1974)).
&RQVLGHU D JHQHUDOL]HG UDQGRP IXQFWLRQ < $ ; VXSS ⊂
ZKHUH $ LV
XQNQRZQUHDOQGLPHQVLRQDOGHWHUPLQDWHJHQHUDOL]HGIXQFWLRQRQ* LVDFRPSDFWVXEVHWRI*,Q
this investigation we are interested in conditions for existence of and the form of the best linear
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VIRUOLQHDUIXQFWLRQDOVRIWKHPHDQ$ RIWKHIXQFWLRQ< WKDWDUH
FRQVWUXFWHGIURPWKHREVHUYDWLRQV^< VXSS ⊂ `XQGHUWKHDVVXPSWLRQWKDWSRVVLEOHYDOXHVRI
$ ∈ D(G) form a closed subspace H of L2 )JHQHUDWHGE\WKHIXQFWLRQZKLFKFRPSRQHQWV
DUHWKH)RXULHUWUDQVIRUPVRI VXSS ⊂ The integral characterization of BLUE lˆ for continuous linear functional l(A), A ∈ H by the
mean of the measures Z and F is given, and the variance of lˆ (A) is obtained. This results are
applied to solving of regression problem, when the space H has finite dimension with basis
{Ak,k=1,…,m} and any element A ∈ H has a linear representation
m
$ ∑k =1 k Ak k=(A,A*k),
where A*k , k=1,…,m is the system dual to Ak, k=1,…,m. In this case the characterization of BLUE
 and BLUE’s α̂ are given.
REFERENCES
Maurin Krzysztof (1968). General Eigenfunction Expansions and Unitary Representation of
Topological Groups. Polish Scientific Publishers. Warszawa.
Ponomarenko A.I. (1974). Harmonic analysis of generalized wide-sense homogeneous random
fields on a locally compact commutative group, Theor. Probab. and Math. Statist., 3, 119-137.
ESTIMATION DE LA MOYENNE DES FONCTIONS GENERALISES ALEATOIRES
On etudie les estimateurs de la moyenne des fonctions generalisés aléatoires sur groupe
localement compact abélien.