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On the maxima of heterogeneous gamma variables with different shape and scale parameters

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  • Peng Zhao
  • Yiying Zhang

Abstract

In this article, we study the stochastic properties of the maxima from two independent heterogeneous gamma random variables with different both shape parameters and scale parameters. Our main purpose is to address how the heterogeneity of a random sample of size 2 affects the magnitude, skewness and dispersion of the maxima in the sense of various stochastic orderings. Let $$X_{1}$$ X 1 and $$X_{2}$$ X 2 be two independent gamma random variables with $$X_{i}$$ X i having shape parameter $$r_{i}>0$$ r i > 0 and scale parameter $$\lambda _{i}$$ λ i , $$i=1,2$$ i = 1 , 2 , and let $$X^{*}_{1}$$ X 1 ∗ and $$X^{*}_{2}$$ X 2 ∗ be another set of independent gamma random variables with $$X^{*}_{i}$$ X i ∗ having shape parameter $$r_{i}^{*}>0$$ r i ∗ > 0 and scale parameter $$\lambda _{i}^{*}$$ λ i ∗ , $$i=1,2$$ i = 1 , 2 . Denote by $$X_{2:2}$$ X 2 : 2 and $$X^{*}_{2:2}$$ X 2 : 2 ∗ the corresponding maxima, respectively. It is proved that, among others, if $$(r_{1},r_{2})$$ ( r 1 , r 2 ) majorize $$(r_{1}^{*},r_{2}^{*})$$ ( r 1 ∗ , r 2 ∗ ) and $$(\lambda _{1},\lambda _{2})$$ ( λ 1 , λ 2 ) weakly majorize $$(\lambda _{1}^{*},\lambda _{2}^{*})$$ ( λ 1 ∗ , λ 2 ∗ ) , then $$X_{2:2}$$ X 2 : 2 is stochastically larger that $$X^{*}_{2:2}$$ X 2 : 2 ∗ in the sense of the likelihood ratio order. We also study the skewness according to the star order for which a very general sufficient condition is provided, using which some useful consequences can be obtained. The new results established here strengthen and generalize some of the results known in the literature. Copyright Springer-Verlag Berlin Heidelberg 2014

Suggested Citation

  • Peng Zhao & Yiying Zhang, 2014. "On the maxima of heterogeneous gamma variables with different shape and scale parameters," Metrika: International Journal for Theoretical and Applied Statistics, Springer, vol. 77(6), pages 811-836, August.
  • Handle: RePEc:spr:metrik:v:77:y:2014:i:6:p:811-836
    DOI: 10.1007/s00184-013-0466-4
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    References listed on IDEAS

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    1. Kochar, Subhash & Rojo, Javier, 1996. "Some New Results on Stochastic Comparisons of Spacings from Heterogeneous Exponential Distributions," Journal of Multivariate Analysis, Elsevier, vol. 59(2), pages 272-281, November.
    2. Zhao, Peng & Balakrishnan, N., 2011. "New results on comparisons of parallel systems with heterogeneous gamma components," Statistics & Probability Letters, Elsevier, vol. 81(1), pages 36-44, January.
    3. Proschan, F. & Sethuraman, J., 1976. "Stochastic comparisons of order statistics from heterogeneous populations, with applications in reliability," Journal of Multivariate Analysis, Elsevier, vol. 6(4), pages 608-616, December.
    4. Zhao, Peng & Li, Xiaohu & Balakrishnan, N., 2009. "Likelihood ratio order of the second order statistic from independent heterogeneous exponential random variables," Journal of Multivariate Analysis, Elsevier, vol. 100(5), pages 952-962, May.
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    Cited by:

    1. Yiying Zhang & Peng Zhao, 2019. "Optimal allocation of minimal repairs in parallel and series systems," Naval Research Logistics (NRL), John Wiley & Sons, vol. 66(6), pages 517-526, September.
    2. Longxiang Fang & N. Balakrishnan, 2018. "Ordering properties of the smallest order statistics from generalized Birnbaum–Saunders models with associated random shocks," Metrika: International Journal for Theoretical and Applied Statistics, Springer, vol. 81(1), pages 19-35, January.
    3. M. Mesfioui & M. Kayid & S. Izadkhah, 2017. "Stochastic comparisons of order statistics from heterogeneous random variables with Archimedean copula," Metrika: International Journal for Theoretical and Applied Statistics, Springer, vol. 80(6), pages 749-766, November.

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