Nonparametric regression function estimation with surrogate data and validation sampling

اسناد مشابه

• New Local Estimation Procedure for Nonparametric Regression Function of Longitudinal Data.

  سند علمی۲۰۱۳Journal of the Royal Statistical Society. Series B, Statistical methodologyWeixin Yao, Runze Li

  This paper develops a new estimation of nonparametric regression functions for clustered or longitudinal data. We propose to use Cholesky decomposition and profile least squares techniques to estimate the correlation structure and regression function simultaneously. We further pr

• On the Almost Everywhere Convergence of Nonparametric Regression Function Estimates by Luc Devroye

  سند علمی۱۹۸۱LUC DEVROYE

  Let (X, Y), (X1, Y1), .•, (X,, Yn ) be independent identically distributed random vectors from R dxR, and let E(I Y 1 p) 1 . We wish to estimate the regression function m(x) = E(Y I X = x) by mn(x), a function of x and (X1 , Y1), .•, (X,, Yn ) . For large classes of kernel estima

• A Law of Ti~e Iterated Locarithm for Nonparametric Regression Function Estimators*

  سند علمی۲۰۰۸Wolfgang HardIe

  to Summary: We prove a law of the iterated logarithm for nonparametric regression function estimators using strong approximations to the two dimensional empirical process. We consider the case of Nadaraya-Watson kernel estimators and of esti-mators based on orthogonal polynomials

• Large deviation results for the nonparametric regression function estimator on functional data

  مقاله‌ی دسترسی آزاد۲۰۱۲Mathematical Methods of StatisticsD.Louani, S. M.Ould Maouloud

• A-Spline Regression for Fitting a Nonparametric Regression Function with Censored Data

  مقاله‌ی دسترسی آزاد۲۰۲۰StatsErsinYılmaz, Syed EjazAhmed, DursunAydın

• Approximations to the mean integrated squared error with applications to optimal bandwidth selection for nonparametric regression function estimators

  مقاله‌ی دسترسی آزاد۱۹۸۶Journal of Multivariate AnalysisWolfgangHärdle