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Optimal asymptotic quadratic error of nonparametric regression function estimates for a continuous-time process from sampled-data

Authors: Denis Bosq a; Nathalie Cheze-payaud b
Affiliations:   a Universiteacute Paris VI,
b Universiteacute Paris X,
DOI: 10.1080/02331889908802665
Publication Frequency: 6 issues per year
Published in: journal Statistics, Volume 32, Issue 3 1999 , pages 229 - 247
Formats available: PDF (English)
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Abstract

For different classes of deterministic and random sampling (tk), we establish the asymptotic expressions for the bias and the variance of the estimate rn(x) based on sampled data ./GSTA_A_8802665_O_XML_IMAGES/GSTA_A_8802665_O_ILM0001.gif   for the regression function r(x) = E(YtXt = x) of unbounded continuous-time processes ./GSTA_A_8802665_O_XML_IMAGES/GSTA_A_8802665_O_ILM0002.gif   (not necessarily stationary). Under mild mixing conditions, we show that rn (x) has exactly the same asymptotic quadratic error as in the i.i.d. case. In order to prove this result, we use some large deviations inequalities for mixing processes.
Keywords: Nonparametric regression estimation; sampled data; mixing continuous-parameter processes; quadratic-mean convergence; choice of bandwidth
AMS Classification: 62G05; 62G07; 62J02; 62M09; 62M10
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