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Revista Colombiana de Estadística

versión impresa ISSN 0120-1751

Rev.Colomb.Estad. vol.44 no.2 Bogotá jul./dic. 2021  Epub 30-Ago-2021

https://doi.org/10.15446/rce.v44n2.87825 

Original articles of research

Bayesian Estimation of Morgenstern Type Bivariate Rayleigh Distribution using Some Types of Ranked Set Sampling

Estimación bayesiana de la distribución de Rayleigh bivariada de tipo Morgenstern utilizando algunos tipos de muestreo por conjuntos clasificados

MEHDI BASIKHASTEH1  a 

FAZLOLLAH LAK1  b 

SAEID TAHMASEBI1  c 

1 Department of Statistics, Persian Gulf University, Bushehr, Iran


Abstract

In this paper we consider Bayesian estimation based on bivariate ranked set sample, in which units are ranked based on measurements made on an easily and exactly measurable auxiliary variable X which is correlated with the study variable Y . We obtain Bayes estimator for the scale parameter of the study variate Y , when (X, Y ) follows a Morgenstern type bivariate Rayleigh distribution. The Bayes estimators are considered based on bivariate ranked set sampling, extreme ranked set sampling and maximum ranked set sampling with unequal sample. The accuracy of estimation methods in this paper is illustrated using simulation study. Finally, a real data set is analyzed.

Key words: Bayesian estimation; Concomitant ranked set samplingremark Extreme ranked set samplingremark Maximum ranked set sampling and Rayleigh distribution

Resumen

En este artículo consideramos la estimación bayesiana basada en una muestra de conjuntos clasificados bivariados, en la que las unidades se clasifican según las mediciones realizadas en una variable auxiliar X fácil y exactamente medible que se correlaciona con la variable de estudio Y . Obtuvimos el estimador de Bayes para el parámetro de escala de la variante de estudio Y , cuando (X, Y ) sigue una distribución de Rayleigh bivariada de tipo Morgenstern. Los estimadores de Bayes se consideran basados en un muestreo conjunto bivariado, un muestreo conjunto extremo clasificado y un muestreo conjunto máximo clasificado con muestra desigual. La precisión de los métodos de estimación en este documento se ilustra mediante el estudio de simulación. Finalmente, se analiza un conjunto de datos real.

Palabras clave: Estimación bayesianaremark muestreo conjunto concomitante clasificadoremark muestreo conjunto extremo clasificadoremark muestreo conjunto máximo clasificado y distribución de Rayleigh

Full text available only in PDF format

References

Al-Saleh, M. F. & Al-Ananbeh, A. M. (2005), ‘Estimating the Correlation Coeficient in a Bivariate Normal Distribution Using Moving Extreme Ranked Set Sampling With a Concomitant Variable', Journal of the Korean Statistical Society 34(2), 125-140. [ Links ]

Al-Saleh, M. F. & Al-Ananbeh, A. M. (2007), ‘Estimation of the Means of the Bivariate Normal Using Moving Extreme Ranked Set Sampling With Concomitant Variable', Statistical Papers 48(2), 179-195. [ Links ]

Al-Saleh, M. F. & Diab, Y. A. (2009), ‘Estimation of the Parameters of Downton's Bivariate Exponential Distribution Using Ranked Set Sampling Scheme', Journal of Statistical Planning and Inference 139(2), 277-286. [ Links ]

Bairamov, I. & Bekci, M. (1999), ‘Concomitant of Order Statistics in FGM Type Bivariate Uniform Distributions', Istatistik, Journal of the Turkish Statistical Association 2(2), 135-144. [ Links ]

Balasubramanian, K. & Beg, M. I. (1997), ‘Concomitants of Order Statistics in Morgenstern Type Bivariate Exponential Distribution', Journal of Applied Statistical Science 54(4), 233-245. [ Links ]

Bernardo, JM., S. A. (1994), Bayesian Theory, Wiley, New York. [ Links ]

Chacko, M. (2017), ‘Bayesian Estimation Based on Ranked Set Sample from Morgenstern Type Bivariate Exponential Distribution When Ranking is Imperfect', Metrika 80, 333-349. [ Links ]

Chacko, M. & Thomas, P. Y. (2008), ‘Estimation of a Parameter of Morgenstern Type Bivariate Exponential Distribution by Ranked Set Sampling', Annals of the Institute of Statistical Mathematics 60(2), 301-318. [ Links ]

Chacko, M. & Thomas, P. Y. (2011), ‘Estimation of Parameter of Morgenstern Type Bivariate Exponential Distribution Using Concomitants of Order Statistics', Statistical Methodology 8(4), 363-376. [ Links ]

D'Este, G. (1981), ‘A Morgenstern-Type Bivariate Gamma Distribution', Biometrika 68(1), 339-340. [ Links ]

Eskandarzadeh, M., Di Crescenzo, A. & Tahmasebi, S. (2018), ‘Measures of Information for Maximum Ranked Set Sampling With Unequal Samples', Communications in Statistics - Theory and Methods 49(19), 4692-4692. [ Links ]

Farlie, D. J. G. (1960), ‘The Performance of Some Correlation Coeficients for a General Bivariate Distribution', Biometrika 47(3/4), 307-323. [ Links ]

Gumbel, E. J. (1960a), ‘Bivariate Exponential Distributions', Journal of the American Statistical Association 55(292), 698-707. [ Links ]

Gumbel, E. J. (1960b), ‘Bivariate Logistic Distributions', Journal of the American Statistical Association 56(294), 335-349. [ Links ]

Lam, K., Sinha, B. K. & Wu, Z. (1994), ‘Estimation of Parameters in a Two- Parameter Exponential Distribution Using Ranked Set Sample', Annals of the Institute of Statistical Mathematics 46(4), 723-736. [ Links ]

Lindley, D. V. (1980), ‘Approximate Bayesian Method', Trabajos de Estadistica 31, 223-237. [ Links ]

McIntyre, G. A. (1952), ‘A Method for Unbiased Selective Sampling Using Ranked Sets', Australian Journal of Agricultural Research 3(4), 385-390. [ Links ]

Morgenstern, D. (1956), ‘A Method for Unbiased Selective Sampling Using Ranked Sets', Einfache beispiele zweidimensionaler verteilungen 8(1), 234-235. [ Links ]

Owen, O. & et al. (1986), 'A Reappraisal of Caloric Requirements in Healthy Women', The American Journal of Clinical Nutrition 44(1), 1-19. [ Links ]

Samawi, H. M., Ahmed, M. S. & Abu-Dayyeh, W. (1996), ‘Estimating the Population Mean Using Extreme Ranked Set Sampling', Biometrical Journal 38(5), 577-586. [ Links ]

Scaria, J. & Nair, N. U. (1999), ‘On Concomitants of Order Statistics from Morgenstern Family', Biometrical Journal 41(4), 483-489. [ Links ]

Singh, H. P. & Mehta. V (2015), ‘Estimation of Scale Parameter of a Morgenstern Type Bivariate Uniform Distribution Using Censored Ranked Set Samples', Model Assisted Statistics and Applications 10(2), 139-489. [ Links ]

Stokes, S. L. (1977), ‘Ranked Set Sampling With Concomitant Variables', Communications in Statistics - Theory and Methods 6(12), 1207-1211. [ Links ]

Stokes, S. L. (1980), ‘Inferences on the Correlation Coeficient in Bivariate Normal Populations from Ranked Set Samples', Journal of the American Statistical Association 75(372), 989-995. [ Links ]

Stokes, S. L. (1995), ‘Parametric Ranked Set Sampling', Annals of the Institute of Statistical Mathematics 47(3), 465-482. [ Links ]

Tahmasebi, S., Eskandarzadeh, M. & Almaspoor, Z. (2017), ‘Inferences on a Scale Parameter of Bivariate Rayleigh Distribution by Ranked Set Sampling', Pak.j.stat.oper.res. XIII(1), 1-16. [ Links ]

Tahmasebi, S. & Jafari, A. A. (2014), ‘Estimators for the Parameter Mean of Morgenstern Type Bivariate Generalized Exponential Distribution Using Ranked Set Sampling', Statistics and Operations Research Transactions 38(2), 161-180. [ Links ]

Tahmasebi, S. & Jafari, A. A. (2015a), ‘A Review on Unbiased Estimators of a Parameter from Morgenstern Type Bivariate Gamma Distribution Using Ranked Set Sampling', Azerbaijan Journal of Mathematics 5(2), 3-12. [ Links ]

Tahmasebi, S. & Jafari, A. A. (2015b), ‘Concomitants of Order Statistics and Record Values from Morgenstern Type Bivariate Generalized Exponential Distribution', Bulletin of the Malaysian Mathematical Sciences Society 38(4), 1411-1423. [ Links ]

Tahmasebi, S. & Jafari, A. A. (2017), ‘Estimation of a Scale Parameter of Morgenstern Type Bivariate Uniform Distribution by Ranked Set Sampling', Journal of Data Science 10, 129-141. [ Links ]

Tahmasebi, S., Jafari, A. A. & Ahsanullah, M. (2017), ‘Reliability Characteristics of Bivariate Rayleigh Distribution and Concomitants of Its Order Statistics and Record Values', Studia Scientiarum Mathematicarum Hungarica 54(2), 151-170. [ Links ]

Received: April 2019; Accepted: December 2020

a Ph.D. E-mail: mehdibasikhasteh@gmail.com

b PhD. E-mail: lak@pgu.ac.ir

c Ph.D. E-mail: Tahmasebi@pgu.ac.ir

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