Title of article :
Influence diagnostics on the coefficient of variation of elliptically contoured distributions
Author/Authors :
Marco Riquelme، نويسنده , , Victor Leiva-Sanchez، نويسنده , , Manuel Galea&Antonio Sanhueza، نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 2011
Abstract :
In this article, we study the behavior of the coefficient of variation (CV) of a random variable that follows
a symmetric distribution in the real line. Specifically, we estimate this coefficient using the maximumlikelihood
(ML) method. In addition, we provide asymptotic inference for this parameter, which allows us
to contrast hypothesis and construct confidence intervals. Furthermore, we produce influence diagnostics to
evaluate the sensitivity of the ML estimate of this coefficient when atypical data are present. Moreover, we
illustrate the obtained results by using financial real data. Finally, we carry out a simulation study to detect
the potential influence of atypical observations on the ML estimator of the CV of a symmetric distribution.
The illustration and simulation demonstrate the robustness of the ML estimation of this coefficient
Keywords :
Financial data , Likelihood methods , Local influence , Robustness , statistical inference
Journal title :
JOURNAL OF APPLIED STATISTICS
Journal title :
JOURNAL OF APPLIED STATISTICS