Title of article :
Convergence rates for smoothing spline estimators in varying coefficient models
Author/Authors :
Eggermont، نويسنده , , P.P.B. and Eubank، نويسنده , , R.L. and LaRiccia، نويسنده , , V.N.، نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 2010
Abstract :
We consider the estimation of a multiple regression model in which the coefficients change slowly in “time”, with “time” being an additional covariate. Under reasonable smoothness conditions, we prove the usual expected mean square error bounds for the smoothing spline estimators of the coefficient functions.
Keywords :
Time-varying coefficient model , Convergence rates , spline smoothing , Reproducing kernel Hilbert space
Journal title :
Journal of Statistical Planning and Inference
Journal title :
Journal of Statistical Planning and Inference