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Bivariate power Lomax Sarmanov distribution: Statistical properties, Reliability measures, and Parameter estimation
Faculty
Science
Year:
2024
Type of Publication:
ZU Hosted
Pages:
Authors:
Metwally AlAwadi Elsayed AlAwadi
Staff Zu Site
Abstract In Staff Site
Journal:
Alexandria Engineering Journal Elsevier
Volume:
Keywords :
Bivariate power Lomax Sarmanov distribution: Statistical
Abstract:
This paper presents a bivariate power Lomax Sarmanov distribution (BPL-SARD) constructed from Sarmanov copulas and power Lomax (PL) marginal distributions. For modeling bivariate life expectancy data, this model provides a significant lifetime distribution. Several statistical properties of the BPL-SARD are derived and discussed, such as marginal distributions, product moments, coefficients of correlation between the inner variables, conditional distributions, conditional expectations, moment-generating functions, and the positive quadrant dependence property. We also obtained reliability measures, such as survival function, hazard rate function, mean residual life function, and vitality function. Model parameters are estimated using the maximum likelihood (ML) and Bayesian methods. Moreover, we derive asymptotic confidence intervals for the parameter model. To assess the effectiveness of both ML and Bayesian estimators, Monte Carlo simulation analysis is used. Furthermore, bootstrap confidence intervals were computed. Finally, two real data sets are analyzed to demonstrate the practical application of the proposed model. Because the Sarmanov copula is completely superior to all copulas that generalize the FGM copula, the BPL-SARD distribution performs better than any other bivariate PL distribution based on the FGM copula and its generalizations, which is the uniqueness and significance of this research.
Author Related Publications
Metwally AlAwadi Elsayed AlAwadi, "Asymptotic Properties of Multivariate Order Statistics with Random Index", .Bull. Malays. Math. Sci. Soc, 2015
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Metwally AlAwadi Elsayed AlAwadi, "Sarmanov Family of Bivariate Distributions: Statistical Properties—Concomitants of Order Statistics—Information Measures", ٍSpringer, 2022
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Metwally AlAwadi Elsayed AlAwadi, "ON CONCOMITANTS OF GENERALIZED ORDER STATISTICS FROM GENERALIZED FGM FAMILY UNDER A GENERAL SETTING", De Gruyter, 2022
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Metwally AlAwadi Elsayed AlAwadi, "Information measures in records and their concomitants arising from Sarmanov family of bivariate distributions", Elsevier, 2022
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Metwally AlAwadi Elsayed AlAwadi, "Limit theorems for random maximum of independent and non-identically distributed random vectors", Statistics, 2013
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Department Related Publications
Hany Samih Bayoumi Ibrahim, "Passive and active controllers for suppressing the torsional vibration of multiple-degree-of-freedom system", Sage, 2014
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Ahmed Mohamed Khedr Souliman, "SEP-CS: Effective Routing Protocol for Heterogeneous Wireless Sensor Networks", Ad Hoc & Sensor Wireless Networks, 2012
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Ahmed Mohamed Khedr Souliman, "Minimum connected cover of a query region in heterogeneous wireless sensor networks", Information Sciences, 2013
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Ahmed Mohamed Khedr Souliman, "IBLEACH: intra-balanced LEACH protocol for wireless sensor networks", Wireless Netw, 2014
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Ahmed Mohamed Khedr Souliman, "AGENTS FOR INTEGRATING DISTRIBUTED DATA FOR FUNCTION COMPUTATIONS", Computing and Informatics,, 2012
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