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Optimal equivariant prediction regions based on multiply type-II censored generalized order statistics from exponential distributions. (English) Zbl 1468.62283

Summary: Interval prediction of future generalized order statistics from exponential distributions based on a multiply Type-II censored sample is considered. On invoking the principle of reduction by equivariance, prediction regions of minimal size are derived and shown to be of interval form. An alternative derivation based on the use of a prediction sufficient statistic is pointed out.

MSC:

62G30 Order statistics; empirical distribution functions
62N01 Censored data models
62M20 Inference from stochastic processes and prediction
Full Text: DOI

References:

[1] Kamps, U., A concept of generalized order statistics (1995), Stuttgart: Teubner, Stuttgart · Zbl 0838.62038
[2] Kamps, U.; Cramer, E., On distributions of generalized order statistics, Statistics, 35, 3, 269-280 (2001) · Zbl 0979.62036
[3] Cramer, E.; Kamps, U., Marginal distributions of sequential and generalized order statistics, Metrika, 58, 3, 293-310 (2003) · Zbl 1042.62048
[4] Cramer, E.; Kamps, U.; Rychlik, T., Unimodality of uniform generalized order statistics, with applications to mean bounds, Ann Inst Statist Math, 56, 1, 183-192 (2004) · Zbl 1050.62058
[5] Bieniek, M., Bounds for expectations of differences of generalized order statistics based on general and life distributions, Comm Statist Theory Methods, 36, 1, 59-72 (2007) · Zbl 1110.62064
[6] Bieniek, M., Variation diminishing property of densities of uniform generalized order statistics, Metrika, 65, 3, 297-309 (2007) · Zbl 1433.62120
[7] Bieniek, M., Projection bounds on expectations of spacings of generalized order statistics from DFR and DFRA families, Statistics, 42, 3, 231-243 (2008) · Zbl 1314.62113
[8] Bedbur, S.; Beutner, E.; Kamps, U., Generalized order statistics: an exponential family in model parameters, Statistics, 46, 2, 159-166 (2012) · Zbl 1241.62074
[9] Bedbur, S.; Beutner, E.; Kamps, U., Multivariate testing and model-checking for generalized order statistics with applications, Statistics, 48, 6, 1297-1310 (2014) · Zbl 1304.62040
[10] Goroncy, A., Bounds on expected generalized order statistics, Statistics, 48, 3, 593-608 (2014) · Zbl 1296.60039
[11] Raqab, MZ., Optimal prediction intervals for the exponential distribution based on generalized order statistics, IEEE T Reliab, 50, 1, 112-115 (2001)
[12] Barakat, HM; El-Adll, ME; Aly, AE., Exact prediction intervals for future exponential lifetime based on random generalized order statistics, Comput Math Appl, 61, 5, 1366-1378 (2011) · Zbl 1217.62149
[13] Basiri, E.; Ahmadi, J., Prediction intervals for generalized order statistics with random sample size, J Stat Comput Simul, 85, 9, 1725-1741 (2015) · Zbl 1457.62142
[14] Abdel-Aty, Y.; Franz, J.; Mahmoud, MAW., Bayesian prediction based on generalized order statistics using multiply type II censoring, Statistics, 41, 6, 495-504 (2007) · Zbl 1128.62031
[15] Schenk, N.; Burkschat, M.; Cramer, E.; Kamps, U., Bayesian estimation and prediction with multiply type II censored samples of sequential order statistics from one-and two-parameter exponential distributions, J Stat Plan Infer, 141, 4, 1575-1587 (2011) · Zbl 1204.62042
[16] Mohie El-Din, MM; Abdel-Aty, Y.; Shafay, AR., Two-sample bayesian prediction intervals of generalized order statistics based on multiply type II censored data, Comm Stat Theory Methods, 41, 3, 381-392 (2012) · Zbl 1244.62032
[17] Shafay, AR; Balakrishnan, N.; Sultan, KS., Two-sample bayesian prediction for sequential order statistics from exponential distribution based on multiply type II censored samples, J Stat Comput Sim, 84, 3, 526-544 (2014) · Zbl 1453.62482
[18] Shafay, AR; Sultan, KS., Bayesian inference based on multiply type II censored samples of sequential order statistics from Pareto distribution, J Test Eval, 48 (2020) · doi:10.1520/JTE20170699
[19] Cramer, E., Dependence structure of generalized order statistics, Statistics, 40, 5, 409-413 (2006) · Zbl 1098.62058
[20] Mathai, AM., A handbook of generalized special functions for statistical and physical sciences (1993), Oxford: Clarendon Press, Oxford · Zbl 0770.33001
[21] Berger, JO., Statistical decision theory and Bayesian analysis (1985), New York: Springer, New York · Zbl 0572.62008
[22] Hora, RB; Buehler, RJ., Fiducial theory and invariant prediction, Ann Math Stat, 38, 3, 795-801 (1967) · Zbl 0158.17303
[23] Takada, Y., A comment on best invariant predictors, Ann Stat, 10, 3, 971-978 (1982) · Zbl 0495.62003
[24] Zhou, H.; Nayak, TK., On the equivariance criterion in statistical prediction, Ann Inst Stat Math, 67, 3, 541-555 (2015) · Zbl 1440.62032
[25] Takada, Y., The shortest invariant prediction interval for the largest observation from the exponential distribution, J Japan Stat Soc, 9, 2, 87-91 (1979)
[26] Raqab, MZ.Exponential distribution records: different methods of prediction. In: Ahsanullah M, Raqab MZ, editors. Recent developments in ordered random variables. Chapter 16. Hauppauge (NY): Nova Science; 2007. p. 239-251.
[27] Takada, Y., Invariant prediction region of future observations, Kumamoto J Sci (Math), 15, 2, 79-89 (1983) · Zbl 0532.62001
[28] Dharmadhikari, S.; Joag-dev, K., Unimodality, convexity and applications (1988), Boston: Academic Press, Boston · Zbl 0646.62008
[29] Schilling, RL., Measures, integrals and martingales (2005), Cambridge: Cambridge University Press, Cambridge · Zbl 1084.28001
[30] Shaked, M.; Shanthikumar, JG., Stochastic orders (2007), New York: Springer, New York · Zbl 1111.62016
[31] Barlow, RE, Proschan, F.Statistical theory of reliability and life testing: probability models. Silver Spring: To Begin With; 1981.
[32] Kadri, T.; Smaili, K., The exact distribution of the ratio of two independent hypoexponential random variables, Brit J Math & Comp Sci, 4, 18, 2665-2675 (2014)
[33] Scheuer, EM., Reliability of an m-out of-n system when component failure induces higher failure rates in survivors, IEEE T Reliab, 37, 1, 73-74 (1988) · Zbl 0709.62511
[34] Lehmann, EL; Casella, G., Theory of point estimation (1998), New York: Springer, New York · Zbl 0916.62017
[35] Skibinsky, M., Adequate subfields and sufficiency, Ann Math Stat, 38, 1, 155-161 (1967) · Zbl 0155.25701
[36] Bosq, D.; Blanke, D., Inference and prediction in large dimensions (2007), Chichester: Wiley, Chichester · Zbl 1183.62157
[37] Takada, Y., Application of an adequate statistic to the invariant prediction region, Ann Inst Stat Math, 34, 1, 491-503 (1982) · Zbl 0509.62031
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