The Convergence Rate of Estimation for Parameter in a Semi-Parametric Model under Fixed Design
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Graphical Abstract
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Abstract
We consider semiparametric regression model under fixed design yi=xiβ+g(ti)+ei,i=1,…,nWhere ei are random errors with Ee1=0,Ee12=σ2>0. For the estimators \widehat\beta_n,\widehat\sigma_n^2of β,σ2by nonparametric weight function and least squared method, we establish their accurate convergence rate. i.e., Law of the iterated logarithm.
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