Title of article :
A New Modification of the Classical Laplace Distribution
Author/Authors :
Mahmoudvand، R نويسنده , , Faradmal، J نويسنده , , ABBASI، N نويسنده , , Lurz، K نويسنده ,
Issue Information :
دوفصلنامه با شماره پیاپی سال 2015
Abstract :
Several modifications of the Laplace distribution have been introduced
and applied in various fields up to this day. In this paper, we introduce a modified
symmetric version of the classical Laplace distribution. We provide a comprehensive
theoretical description of this distribution. In particular, we derive the formulas for the
kth moment, quantiles and several useful alternative representations of the distribution.
We derive the maximum likelihood estimators of the parameters and investigate their
properties via simulation. Finally, we analyse three real-world datasets to illustrate
the usefulness of the modified classical Laplace distribution. The results suggest that
further improvement to classical Laplace distribution fitting is possible and the new
model provides an attractive alternative to the classical Laplace distribution.
Keywords :
Jackknife method , Maximum likelihood estimation , Order statistics , Laplace distribution
Journal title :
Journal of the Iranian Statistical Society (JIRSS)
Journal title :
Journal of the Iranian Statistical Society (JIRSS)