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Journal of Modern Mathematics and Statistics

ISSN: Online
ISSN: Print 1994-5388
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A New Mixture of Gamma Shape Distributions: Properties Applications

M.S. Shama
Page: 25-38 | Received 21 Sep 2022, Published online: 21 Sep 2022

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Abstract

Over the last few decades, mixture distributions are used in creating population from two or more distributions. Mixture distributions are a good application in the applications of Medical Science, Biology, Engineering, Finance and Economics. Gaussian mixture models have broad utility including their usage for model-based clustering framework. Recently, there are indications to use of non-Gaussian mixture distributions to skewed and asymmetric data. We propose a mixture model of Inverse Power Gamma Shape distributions (IPGSM) to analyze positive data. Basic structural properties such raw and central moments, hazard rate function and order statistics are obtained. Different estimation methods are studied to estimate the proposed model parameters. Simulation studies is done to present the performance and behavior of the different estimates of the proposed model parameters. Two real data sets are provided to compare the reliability of the new model with other models.


How to cite this article:

M.S. Shama. A New Mixture of Gamma Shape Distributions: Properties Applications.
DOI: https://doi.org/10.36478/jmmstat.2021.25.38
URL: https://www.makhillpublications.co/view-article/1994-5388/jmmstat.2021.25.38