Linear regression with nonstationary variables and constraints on its parameters |
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Authors: | A S Korkhin |
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Affiliation: | (1) National Mining University, Dnepropetrovsk, Ukraine |
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Abstract: | The problem of estimating parameters of a linear regression with allowance for inequality constraints on the parameters is
considered in the special case when its variables have a trend. A parameter estimation algorithm is described. The consistency
of parameter estimates is proved and their asymptotic distribution is found. Consistent estimates are proposed for the mean-square
error matrix of estimates of regression parameters and noise dispersion under rather general assumptions on the law of noise
distribution.
Translated from Kibernetika i Sistemnyi Analiz, No. 3, pp. 50–64, May–June 2009. |
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Keywords: | linear regression parameter inequality constraint estimation mean-square error matrix noise dispersion |
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