Asymptotics for penalized spline estimators in quantile regression
Abstract
Quantile regression predicts the τ-quantile of the conditional distribution of a response variable given the explanatory variable for τ∈(0,1). The aim of this paper is to establish the asymptotic distribution of the quantile estimator obtained by penalized spline method. A simulation and an exploration of real data are performed to validate our results.
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