Open Access
August 2003 A note on nonparametric estimation of linear functionals
T. Tony Cai, Mark G. Low
Ann. Statist. 31(4): 1140-1153 (August 2003). DOI: 10.1214/aos/1059655908

Abstract

Precise asymptotic descriptions of the minimax affine risks and bias-variance tradeoffs for estimating linear functionals are given for a broad class of moduli. The results are complemented by illustrative examples including one where it is possible to construct an estimator which is fully adaptive over a range of parameter spaces.

Citation

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T. Tony Cai. Mark G. Low. "A note on nonparametric estimation of linear functionals." Ann. Statist. 31 (4) 1140 - 1153, August 2003. https://doi.org/10.1214/aos/1059655908

Information

Published: August 2003
First available in Project Euclid: 31 July 2003

zbMATH: 1105.62325
MathSciNet: MR2001645
Digital Object Identifier: 10.1214/aos/1059655908

Subjects:
Primary: 62G99
Secondary: 62F12 , 62F35 , 62M99

Keywords: bias-variance tradeoffs , Density estimation , linear functionals , modulus of continuity , Nonparametric functional estimation , Nonparametric regression , White noise model

Rights: Copyright © 2003 Institute of Mathematical Statistics

Vol.31 • No. 4 • August 2003
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