Title of article :
A New Weibull Class of Distributions: Theory, Characterizations and Applications
Author/Authors :
Yousof, Haitham M Benha University , Majumder, Mahbubul University of Nebraska , Jahanshahi, S. M. A University of Sistan and Baluchestan , Masoom Ali, M Ball State University , Hamedani, G. G Marquette University
Abstract :
We propose a new class of continuous models called the Weibull
Generalized G family with two extra positive shape parameters, which extends
several well-known models. We obtain some of its mathematical properties
including ordinary and incomplete moments, generating function, order
statistics, probability weighted moments, entropies, residual, and reversed
residual life functions. Characterizations based on a ratio of two truncated
moments, in terms of hazard function and based on certain functions of the
random variable are presented. We estimate the model parameters by the
maximum likelihood method. We assess the performance of the maximum
likelihood estimators in terms of biases and mean squared errors by means of
two simulation studies. The usefulness of the proposed models is illustrated
via three real data sets.
Keywords :
Weibull model , moments , generating function , quantile function , maximum likelihood estimation , order statistics , characterizations
Journal title :
Astroparticle Physics