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On the nearness of record values to order statistics from Pitman’s measure of closeness

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Abstract

In the two-sample prediction problem, record values from the present sample may be used as predictors of order statistics from a future sample. In this paper, we investigate the nearness of record statistics (upper and lower) to order statistics from a location-scale family of distributions in the sense of Pitman closeness and discuss the corresponding monotonicity properties. We then determine the closest record value to a specific order statistic from a future sample. Even though in general it depends on the parent distribution, exact and explicit expressions are derived for the required probabilities in the case of exponential and uniform distributions, and some computational results are presented as well. Finally, we consider the mean squared error criterion and examine the corresponding results in the exponential case.

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References

  • Ahmadi J, Balakrishnan N (2009) Pitman closeness of record values to population quantiles. Stat Probab Lett 79:2037–2044

    Article  MathSciNet  MATH  Google Scholar 

  • Ahmadi J, Balakrishnan N (2010a) Prediction of order statistics and record values from two independent sequences. Statistics 44:417–430

    Article  MathSciNet  Google Scholar 

  • Ahmadi J, Balakrishnan N (2010b) Pitman closeness of current records for location-scale families. Stat Probab Lett 80:1577–1583

    Article  MathSciNet  MATH  Google Scholar 

  • Ahmadi J, Balakrishnan N (2011) On Pitman’s measure of closeness of \(k\)-records. J Stat Comput Simul 81:497–509

    Article  MathSciNet  MATH  Google Scholar 

  • Ahmadi J, Jafari Jozani M, Eric Marchand, Parsian A (2009) Prediction of \(k\)-records from a general class of distributions under balanced loss functions. Metrika 70:19–33

  • Ahmadi J, MirMostafaee SMTK (2009) Prediction intervals for future records and order statistics coming from two parameter exponential distribution. Stat Probab Lett 79:977–983

    Article  MathSciNet  MATH  Google Scholar 

  • Ahmadi J, MirMostafaee SMTK, Balakrishnan N (2011) Bayesian prediction of order statistics based on \(k\)-record values from exponential distribution. Statistics 44:375–387

    Article  MathSciNet  Google Scholar 

  • Ahmadi J, Raqab MZ (2012) Comparison of order statistics in two-sample problem in the sense of Pitman closeness. Statistics. doi:10.1080/02331888.2011.647916

  • Arnold BC, Balakrishnan N, Nagaraja HN (1998) Records. Wiley, New York

    Book  MATH  Google Scholar 

  • Arnold BC, Balakrishnan N, Nagaraja HN (2008) A first course in order statistics. Unabridged republication of the 1992 original. Classics in applied mathematics, no. 54. Society for Industrial and Applied Mathematics (SIAM), Philadelphia

  • Balakrishnan N, Davies K, Keating JP (2009a) Pitman closeness of order statistics to population quantiles. Commun Stat Simul Comput 38:802–820

    Article  MathSciNet  MATH  Google Scholar 

  • Balakrishnan N, Iliopoulos G, Keating JP, Mason RL (2009b) Pitman closeness of sample median to population median. Stat Probab Lett 79:1759–1766

    Google Scholar 

  • Balakrishnan N, Kamps U, Kateri M (2009c) Minimal repair under a step-stress test. Stat Probab Lett 79:1548–1558

    Google Scholar 

  • Balakrishnan N, Davies K, Keating JP, Mason RL (2011) Pitman closeness, monotonicity and consistency of best linear unbiased and invariant estimators for exponential distribution under type-II censoring. J Stat Comput Simul 81:985–999

    Article  MathSciNet  MATH  Google Scholar 

  • Beutner E, Cramer E (2010) Nonparametric meta-analysis for minimal-repair systems. Aust N Z J Stat 52:383–401

    Article  MathSciNet  Google Scholar 

  • David HA, Nagaraja HN (2003) Order statistics. Wiley, Hoboken

    Book  MATH  Google Scholar 

  • Dunsmore IR (1983) The future occurrence of records. Ann Inst Stat Math 35:267–277

    Article  MathSciNet  MATH  Google Scholar 

  • Iliopoulos G, Balakrishnan N (2010) An odd property of sample median from odd sample sizes. Stat Methodol 7:678–686

    Article  MathSciNet  MATH  Google Scholar 

  • Kaminsky KS, Nelson PI (1998) Prediction of order statistics. In: Balakrishnan N, Rao CR (eds) Handbook of statistics, order statistics: applications, vol 17. North-Holland, Amsterdam, pp 431–450

    Chapter  Google Scholar 

  • Keating JP, Mason RL, Sen PK (1993) Pitman’s measure of closeness: a comparison of statistical estimators. Society for Industrial and Applied Mathematics, Philadelphia

    Book  MATH  Google Scholar 

  • Lawless JF (1977) Prediction intervals for the two parameter exponential distribution. Technometrics 19:469–472

    Article  MathSciNet  MATH  Google Scholar 

  • Nagaraja HN (1986) Comparison of estimators and predictors from two-parameter exponential distribution. Sankhyā Ser B 48:10–18

    MathSciNet  MATH  Google Scholar 

  • Pitman EJG (1937) The “closest” estimate of statistical parameters. Proc Camb Philos Soc 33:212–222

    Article  Google Scholar 

  • Raqab MZ (2006) Nonparametric prediction intervals for the future rainfall records. Environmetrics 17: 457–464

    Article  MathSciNet  Google Scholar 

  • Raqab M, Balakrishnan N (2008) Prediction intervals for future records. Stat Probab Lett 78:1955–1963

    Article  MathSciNet  MATH  Google Scholar 

  • Raqab MZ, Ahmadi J (2012) Pitman closeness of record values from two sequences to population quantiles. J Stat Plan Inference 142:855–862

    Article  MathSciNet  MATH  Google Scholar 

  • Shaked M, Shanthikumar JG (2007) Stochastic orders. Springer, New York

    Book  MATH  Google Scholar 

Download references

Acknowledgments

The authors express their sincere thanks to two anonymous reviewers for their useful comments and suggestions which improved the presentation of the paper considerably. Ahmadi’s research was supported by a grant from Ferdowsi University of Mashhad, No. MS90224AHM.

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Correspondence to Jafar Ahmadi.

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Ahmadi, J., Balakrishnan, N. On the nearness of record values to order statistics from Pitman’s measure of closeness. Metrika 76, 521–541 (2013). https://doi.org/10.1007/s00184-012-0402-z

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