COMPARISON BETWEEN MLE AND BAYES ESTIMATOR OF SCALE PARAMETER OF GENERALIZED GAMMA DISTRIBUTION WITH KNOWN SHAPE PARAMETERS UNDER SQUARED ERROR LOSS FUNCTION

Authors

  • Ram Kishan Department of Statistics, D.A.V. (P.G.) College, Muzaffarnagar-251 001, India.

Keywords:

Jeffrey’s Prior, Fisher Information, Squared Error Loss Function (SELF) , Maximum Likelihood Estimator (MLE), Posterior Expected Loss.

Abstract

This papers presents the comparison between maximum likelihood estimator(MLE) and Bayes estimator of scale parameter of Generalized gamma distribution under Squared error loss function when shape parameters are known. Maximum likelihood estimator (MLE) of scale parameter is obtained. Using Jeffrey’s prior , Bayes estimator of scale parameter is obtained under squared error loss function .For comparison purpose, a simulation study is also carried out to compute the relative efficiency of Bayes estimator with respect to maximum likelihood estimator.

Downloads

Download data is not yet available.

References

Ahmed, A.O.M., Al-Kutubi, H.S. and Ibrahim N.A. (2010). Comparison of the

Bayesian and Maximum Likelihood Estimation for Weibull Distribution. J.

Math. Stat., 6(2), p. 100-104.

Bansal,A.K. (2007). Bayesian Parametric Inference, Narosa Publishing

House,New Delhi.

Cohen, A. C. (1969). A generalization of the Weibull distribution, Marshall

Space Flight Centre, NASA, Contractor Report No. 61293, Cont. NAS 8-111175.

Harter, H. L. (1967). Maximum likelihood estimation of a four parameters

generalized gamma population from complete and censored samples,

Technometrics, 9, p. 159-165.

Jeffreys, H. (1946). An invariant form for the prior probability in estimation

problems, Proc. R. Soc. Lond, A 24, September, Vol. 186, No. 1007, p.453-461.

Krishna,H. and Kumar, Kapil (2011). Reliability estimation in Generalized

gamma distribution with progressively censored data, Int.J. Agricult. Stat.Sci.,

(1), p. 15-29.

Lawless, J.F. (1982). Statistical Models and Methods for Life Time Data, John

Wiley and Sons, New York.

Sinha, S.K. (1986). Reliability and Life Testing, Wiley Eastern Ltd., New Delhi.

Sinha, S.K. (1998). Bayesian Estimation, New Age International (P) Ltd., New

Delhi.

Stacy, E.W. (1962). A generalization for the gamma distribution, Annals of

Mathematical Statistics, 33, p.1187-1192.

Downloads

Published

2014-06-02

How to Cite

Kishan, R. . (2014). COMPARISON BETWEEN MLE AND BAYES ESTIMATOR OF SCALE PARAMETER OF GENERALIZED GAMMA DISTRIBUTION WITH KNOWN SHAPE PARAMETERS UNDER SQUARED ERROR LOSS FUNCTION. Journal of Reliability and Statistical Studies, 7(01), 43–50. Retrieved from https://journals.riverpublishers.com/index.php/JRSS/article/view/21313

Issue

Section

Articles