Abstract
In this paper, we study inference for the stress–strength reliability based on lower record data, where the stress and the strength variables are modeled by two independent but not identically distributed random variables from distributions belonging to the proportional reversed hazard family. Likelihood and Bayesian estimators are derived, then confidence intervals and credible sets are obtained. Moreover, we consider the Topp–Leone distribution as a particular case of distribution belonging to this family and we derive some numerical results in order to show the performance of the proposed procedures. Finally, two applications to real data are reported.
Similar content being viewed by others
References
Ahmad KE, Fakhry ME, Jaheen ZF (1997) Empirical Bayes estimation of \(P(Y < X)\) and characterizations of Burr-type \({X}\) model. J Stat Plan Inference 64:297–308
Amin EA (2012) Bayesian and non-Bayesian estimation of \(P(Y < X)\) from type I generalized logistic distribution based on lower record values. Aust J Basic Appl Sci 6(3):616–621
Arnold BC, Balakrishnan N, Nagaraja HN (1998) Records. Wiley, New York
Asgharzadeh A, Valiollahi R, Raqab MZ (2013) Estimation of the stress-strength reliability for the generalized logistic distribution. Stat Methodol 15:73–94
Babayi S, Khorram E, Tondro F (2014) Inference of \({R=P[X < Y]}\) for generalized logistic distribution. Stat J Theor Appl Stat 48(4):862–871
Baklizi A (2008a) Estimation of \({P}r{(X < Y)}\) using record values in the one and two parameter exponential distributions. Commun Stat Theory Methods 37:692–698
Baklizi A (2008b) Likelihood and Bayesian estimation of \({P}r{(X < Y)}\) using lower record values from the generalized exponential distribution. Comput Stat Data Anal 52:3468–3473
Baklizi A (2012) Inference on \({P(X < Y)}\) in the two-parameter Weibull model based on records. ISRN Probab Stat, Article ID 263612, 11 pp
Baklizi A (2013a) Bayesian inference for \({P(Y < X)}\) in the exponential distribution based on records. Appl Math Model 38(5–6):1698–1709
Baklizi A (2013b) Interval estimation of the stress-strength reliability in the two-parameter exponential distribution based on records. J Stat Comput Simul 84(12):2670–2679
Balakrishnan N (1992) Handbook of the logistic distribution. Marcel Dekker, New York
Birnbaum ZW, McCarty RC (1958) A distribution-free upper confidence bound for \({P(Y < X)},\) based on independent samples of \({X}\) and \({Y}\). Ann Math Stat 29:558–562
Genç AI (2012) Moments of order statistics of Topp-Leone distribution. Stat Pap 53:117–131
Genç AI (2013) Estimation of \({P(X>Y)}\) with Topp-Leone distribution. J Stat Comput Simul 83(2):326–339
Ghitany ME (2007) Asymptotic distributions of order statistics from the Topp-Leone distribution. Int J Appl Math 20:371–376
Ghitany ME, Kotz S, Xie M (2005) On some reliability measures and their stochastic orderings for the Topp-Leone distribution. J Appl Stat 32:715–722
Gradshteyn IS, Ryzhik IM (2007) Table of integrals, series, and products. Academic, New York
Gupta RD, Kundu D (1999) Generalized exponential distribution. Aust NZ J Stat 41(2):173–188
Huang K, Mi J, Wang Z (2012) Inference about reliability parameter with gamma strength and stress. J Stat Plan Inference 142(4):848–854
Jaheen ZF (2004) Empirical Bayes inference for generalized exponential distribution based on records. Commun Stat Theory Methods 33(8):1851–1861
Kizilaslan F, Nadar M (2015) Estimation with the generalized exponential distribution based on record values and inter-record times. J Stat Comput Simul 85(5):978–999
Kotz S, Lumelskii Y, Pensky M (2003) The stress-strength model and its generalizations. Theory and applications, World Scientific, Singapore
Kotz S, Nadarajah S (2006) J-shaped distribution, Topp and Leone’s, encyclopedia of statistical sciences, vol 6, 2nd edn. Wiley, New York, p 3786
Krishnamoorthy K, Lin Y (2010) Confidence limits for stress-strength reliability involving Weibull models. J Stat Plan Inference 140:1754–1764
Kundu D, Gupta RD (2008) Generalized exponential distribution: Bayesian estimations. Comput Stat Data Anal 52:1873–1883
Lindley DV (1980) Approximate Bayesian methods. Trab Estad 31:223–237
Nadar M, Kizilaslan F (2013) Classical and Bayesian estimation of \({P(X < Y)}\) using upper record values from Kumaraswamy’s distribution. Stat Pap 55(3):751–783
Nadarajah S, Kotz S (2003) Moments of some j-shaped distributions. J Appl Stat 30(3):311–317
Pewsey A, Gomez HW, Bolfarine H (2012) Likelihood-based inference for power distributions. TEST 21(4):775–789
Press SJ (2002) Subjective and objective Bayesian statistics. Principles, models, and applications, 2nd edn. Wiley-Interscience, Wiley, Hoboken
Rezaei S, Tahmasbi R, Mahmoodi M (2010) Estimation of \({P(Y < X)}\) for generalized Pareto distribution. J Stat Plan Inference 140:480–494
Saraçoǧlu B, Kinaci I, Kundu D (2012) On estimation of \({R=P(Y < X)}\) for exponential distribution under progressive type-II censoring. J Stat Comput Simul 82:729–744
Sengupta S (2011) Unbiased estimation of \({P(X>Y)}\) for two-parameter exponential populations using order statistics. Statistics 45(2):179–188
Topp CW, Leone FC (1955) A family of j-shaped frequency functions. J Am Stat Assoc 50(269):209–219
van Dorp JR, Kotz S (2006) Modeling income distributions using elevated distributions. World Scientific Press, Singapore, Distribution models theory
Ventura L, Racugno W (2011) Recent advances on Bayesian inference for \({P(X < Y)}\). Bayesian Anal 6(3):411–428
Vicari D, van Dorp JR, Kotz S (2008) Two-sided generalized Topp and Leone (TS-GTL) distributions. J Appl Stat 35:1115–1129
Wang BX, Ye ZS (2015) Inference on the Weibull distribution based on record values. Comput Stat Data Anal 83:26–36
Wong A (2012) Interval estimation of \({P(Y < X)}\) for generalized Pareto distribution. J Stat Plan Inference 142:601–607
Wong A, Wu YY (2009) A note on interval estimation of \({P(X < Y)}\) using lower record data from the generalized exponential distribution. Comput Stat Data Anal 53:3650–3658
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Condino, F., Domma, F. & Latorre, G. Likelihood and Bayesian estimation of \(P(Y{<}X)\) using lower record values from a proportional reversed hazard family. Stat Papers 59, 467–485 (2018). https://doi.org/10.1007/s00362-016-0772-9
Received:
Revised:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00362-016-0772-9