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Linear regression with nonstationary variables and constraints on its parameters
Authors:A S Korkhin
Affiliation:(1) National Mining University, Dnepropetrovsk, Ukraine
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.
Keywords:linear regression  parameter  inequality constraint  estimation  mean-square error matrix  noise dispersion
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