4.2 Article Proceedings Paper

Robust estimators in semiparametric partly linear regression models

Journal

JOURNAL OF STATISTICAL PLANNING AND INFERENCE
Volume 122, Issue 1-2, Pages 229-252

Publisher

ELSEVIER SCIENCE BV
DOI: 10.1016/j.jspi.2003.06.007

Keywords

partly linear models; robust estimation; smoothing techniques; rate of convergence; asymptotic properties

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In this paper, under a semiparametric partly linear regression model, a family of robust estimates for the regression parameter and the regression function is introduced and discussed. Some of their asymptotic properties are studied. Through a Monte Carlo study the performance of the estimates is compared with the classical ones. (C) 2003 Elsevier B.V. All rights reserved.

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