Abstract
This paper investigates sufficient conditions for preservation property of the increasing convex order and the increasing concave order under the taking of maximum and minimum of statistically dependent random variables, respectively. As applications, we develop the preservation of NBUC and NBU(2) aging properties respectively under the parallel and series systems of components with statistically dependent lifetimes. Some copulas are presented as illustrations on statistical dependence structure satisfying the sufficient condition as well.
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Notes
A function \(h:[0,1]\mapsto [0,1]\) is a distortion function if it is non-decreasing, \(h(0)=0\) and \(h(1)=1\).
References
Balakrishnan N, Lai CD (2009) Continuous bivariate distributions. Springer, New York
Balakrishnan N, Belzunce F, Sordo MA, Suárez-Llorens A (2012) Increasing directionally convex orderings of random vectors having the same copula, and their use in comparing ordered data. J Multivar Anal 105:45–54
Barlow RE, Proschan F (1975) Statistical theory of reliability and life testing. Holt, Rinehart and Winston, New York
Belzunce F, Franco M, Ruiz J, Ruiz MC (2001) On partial orderings between coherent systems with different structures. Probab Eng Inf Sci 15:273–293
Belzunce F, Suárez-Llorens A, Sordo MA (2012) Comparisons of increasing directionally convex transformations of random vectors with a common copula. Insur Math Econ 50:385–390
Block HW, Savits TH, Shaked M (1985) A concept of negative dependence using stochastic ordering. Stat Probab Lett 3:81–86
Cai J, Wei W (2012) On the invariant properties of notions of positive dependence and copulas under increasing transformations. Insur Math Econ 50:43–49
Cai J, Wu Y (1997) A note on the preservation of the NBUC class under formation of parallel systems with dissimilar components. Microelectron Reliab 37:359–360
Cao J, Wang Y (1991) The NBUC and NWUC classes of life distributions. J Appl Probab 1991:473–479
Denuit M, Dhaene J, Goovaerts M, Kaas R (2005) Actuarial theory for dependent risks. Wiley, Chichester
Deshpande JV, Kochar SC, Harshinder S (1986) Aspects of positive ageing. J Appl Probab 23:748–758
Durante F, Papini PL (2009) Componentwise concave copulas and their asymmetry. Kybernetika 45:1003–1011
Durante F, Sempi C (2006) On the characterization of a class of binary operations on bivariate distribution functions. Publ Math Debr 69:47–63
Esary JD, Proschan F (1963) Relationship between system failure rate and component failure rates. Technometrics 5:183–189
Franco M, Ruiz JM, Ruiz MC (2001) On closure of the IFR(2) and NBU(2) classes. J Appl Probab 38:235–241
Gumbel EJ (1960) Bivariate exponential distribuitons. J Am Stat Assoc 55:698–707
Hendi MI, Mashhour AF, Montasser MA (1993) Closure of the NBUC class under formation of parallel systems. J Appl Probab 30:975–978
Joe H (1997) Multivariate models and dependence concepts. Chapman & Hall, London
Kochar SC, Li X, Shaked M (2002) The total time on test transform and the excess wealth stochastic orders of distributions. Adv Appl Probab 34:826–845
Kotz S, Balakrishnan N, Johnson NL (2000) Continuous multivariate distributions. Wiley, New York
Lai CD, Xie M (2006) Stochastic ageing and dependence for reliability. Springer, New York
Li Y (2004) Closure of NBU(2) class under the formation of parallel systems. Stat Probab Lett 67:57–63
Li X, Kochar SC (2001) Some new results involving the NBU(2) class of life distributions. J Appl Probab 38:242–247
Li H, Li X (2013) Stochastic orders in reliability and risk. Springer, New York
Li C, Li X (2017) Aging and ordering properties of multivariate lifetimes with Archimedean dependence structures. Commun Stat Theory Methods 46:874–891
Li X, Qiu G (2007) Some preservation results of NBUC aging property with applications. Stat Pap 48:581–594
Li X, Li Z, Jing B (2000) Some results about the NBUC class of life distributions. Stat Probab Lett 46:229–237
Li X, Li Z, Jing B (2003) Erratum: some results about NBUC class of life distributions. Stat Probab Lett 61:235–236
McNeil AJ, Nešlehová J (2009) Multivariate Archimedean copulas, \(d\)-monotone functions and \(l_1\)-norm symmetric distributions. Ann Stat 37:3059–3097
Müller A, Stoyan D (2001) Stochastic comparison of random vectors with a common copula. Math Oper Res 26:723–740
Müller A, Stoyan D (2002) Comparison methods for stochastic models and risks. Wiley, West Sussex
Nanda AK, Jain K, Singh H (1998) Preservation of some partial orderings under the formation of coherent systems. Stat Probab Lett 39:123–131
Navarro J, del Águila Y, Sordo MA, Suárez-Llorens A (2013) Stochastic ordering properties for systems with dependent identically distributed components. Appl Stoch Models Bus Ind 29:264–278
Navarro J, del Águila Y, Sordo MA, Suárez-Llorens A (2014) Preservation of reliability classes under the formation of coherent systems. Appl Stoch Models Bus Ind 30:444–454
Nelsen RB (2006) An introduction to copulas. Springer, New York
Pellerey F, Petakos KI (2002) Closure property of the NBUC class under formation of parallel systems. IEEE Trans Reliab 51:452–454
Prékopa A (1971) Logarithmic concave measures with application to stochastic programming. Acta Sci Math (Szeged) 32:301–315
Samaniego FJ (1985) On closure of the IFR class under formation of coherent systems. IEEE Trans Reliab 34:69–72
Shaked M (1977) A familiy of concepts of dependence for bivariate distributions. J Am Stat Assoc 72:642–650
Shaked M, Shanthikumar JG (2007) Stochastic orders. Springer, New York
Singh H, Vijayasree G (1991) Preservation of partial orderings under the formation of \(k\)-out-of-\(n\):\(G\) systems of i.i.d. components. IEEE Trans Reliab 40:273–276
Sordo MA, Navarro J, Sarabia JM (2014) Distorted Lorenz curves: models and comparisons. Soc Choice Welf 42:761–780
Acknowledgements
The authors would like to thank two anonymous reviewers for their insightful comments, which improve the integrity of this manuscript through bringing into view those related research in the literature. The first author’s research is supported by Scientific Research Foundation of Tianjin University of Commerce (R160106), Science and Technology Development Foundation of Tianjin (2017KJ176), and the third level of Tianjin 131 Innovative Talent Training Project.
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Li, C., Li, X. Preservation of increasing convex/concave order under the formation of parallel/series system of dependent components. Metrika 81, 445–464 (2018). https://doi.org/10.1007/s00184-018-0651-6
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DOI: https://doi.org/10.1007/s00184-018-0651-6