Title of article :
Some measures of robustness for unbiased estimators
in one-parameter natural exponential families with quadratic
variance function
Author/Authors :
I. Barranco Chamorro، نويسنده , , J.L. Moreno-Rebollo، نويسنده ,
Issue Information :
دوهفته نامه با شماره پیاپی سال 2008
Abstract :
In this paper two measures to highlight the possible effect of an observation on the UMVU estimate are proposed. Our study
is based in expansions in terms of orthogonal polynomials for the UMVUE when sampling from a NEF-QVF. We obtain the
conditional bias and the asymptotic mean sensitivity curve (AMSC) for the UMVUE. We observe that these measures depend on
parametric function under consideration at the true and unknown value of the parameter. We study in detail their properties and
relationships as well as to the Hampel’s influence function. In fact, we note that the AMSC also verifies for the UMVUE in the
NEF-QVF some of most relevant properties of influence function. Also a case-deletion influence diagnostic and some simulations
are included to illustrate our results.
© 2007 Elsevier Inc. All rights reserved
Keywords :
Asymptotic variance , orthogonal polynomials , NEF-QVF , UMVUE , Influence function , AMSC , Conditional bias
Journal title :
Journal of Mathematical Analysis and Applications
Journal title :
Journal of Mathematical Analysis and Applications