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A mixture model of size-biased distributions

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Abstract

In reliability and survival analysis, to model lifetime data, size-biased distributions are useful. In this paper, a mixture model of size-biased distributions is introduced and studied. Several reliability properties of this model are investigated. In addition, some implications of well-known stochastic orders and aging classes concerning the model are established. To underline the usefulness of the model, some examples of interest in reliability and statistics are given.

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References

  • Barlow R, Proschan F (1975) Statistical theory of reliability and life testing probability models. Holt, Rinhart and Winston

    MATH  Google Scholar 

  • Bartoszewicz J, Skolimowska M (2006) Preservation of classes of life distributions and stochastic orders under weighting. Stat Probab Lett 56:587–596

    Article  MathSciNet  MATH  Google Scholar 

  • Block H, Joe H (1997) Tail behavior of the failure rate functions of mixtures. Lifetime Data Anal 3:269–288

    Article  MATH  Google Scholar 

  • Blumenthal S (1967) Proportional sampling in life length studies. Technometrics 9:205–218

    Article  MathSciNet  Google Scholar 

  • Finkelstein M, Esaulova V (2006) On mixture failure rates ordering. Commun Stat Theory Methods 35:1943–1955

    Article  MathSciNet  MATH  Google Scholar 

  • Gove JH (2003a) Estimation and applications of size-biased distributions in Forestry. In: Amaro A, Reed D, Soares P (eds) Modelling forest systems. CABI Publishing, Wallingford, pp 201–212

  • Gove JH (2003) A note on the relationship between the quadratic mean stand diameter and harmonic mean basal area under size-biased distribution theory. Can J For Res 33:1587–1590

    Article  Google Scholar 

  • Gupta RC, Keating JP (1986) Relations for reliability measures under length biased sampling. Scand J Statist 13:49–56

    MathSciNet  MATH  Google Scholar 

  • Gupta RC, Kirmani SNUA (1990) The role of weighted distributions in stochastic modeling. Commun Stat Theory Methods 19:3147–3162

    Article  MathSciNet  MATH  Google Scholar 

  • Gupta RC, Kirmani SNUA (2006) Stochastic comparisons in frailty models. J Stat Plan Inference 136:3647–3658

    Article  MathSciNet  MATH  Google Scholar 

  • Gupta RC, Gupta RD (2009) General frailty model and stochastic orderings. J Stat Plan Inference 139:3277–3287

    Article  MathSciNet  MATH  Google Scholar 

  • Karlin S (1968) Total positivity. Stanford University Press, Stanford

    MATH  Google Scholar 

  • Lai CD, Xie M (2006) Stochastic ageing and dependence for reliability. Springer, New York

    MATH  Google Scholar 

  • Li X, Xu M (2006) Some results about MIT order and IMIT class of life distributions. Prob Eng Inf Sci 20:479–494

    Article  MathSciNet  MATH  Google Scholar 

  • Li X, Zhao P (2011) On the mixture of proportional odds models. Commun Stat Theory Methods 40:333–344

    Article  MathSciNet  MATH  Google Scholar 

  • Mahfoud M, Patil GP (1982) On weighted distributions. In: Kallianpur G et al. (ed) Statistics and probability: essays in honor of C.R. Rao. North Holland Publishing, Amsterdam, pp 479–492

  • Marshall AW, Olkin I (2007) Life distributions. Springer Series in Statistics. Springer, New York

    Google Scholar 

  • Misra N, Guptaa N, Dhariyala ID (2008) Preservation of some aging properties and stochastic orders by weighted distributions. Commun Stat Theory Methods 37:627–644

    Article  MathSciNet  Google Scholar 

  • Misra N, Van Der Meulen EC (2003) On stochastic properties of m-spacings. J Stat Plan Inference 115:683–697

    Article  MathSciNet  MATH  Google Scholar 

  • Nanda AK, Jain K (1999) Some weighted distribution results on univariate and bivariate cases. J Stat Plan Inference 77:169180

    Article  MathSciNet  MATH  Google Scholar 

  • Nelsen RB (2006) Introduction to Copulas. Springer, New York

    MATH  Google Scholar 

  • Patil GP, Ord JK (1976) On size-biased sampling and related form invariant weighted distributions. Sankhya Ser B 38:48–61

    MathSciNet  MATH  Google Scholar 

  • Patil GP, Rao CR (1978) Weighted distributions and size-biased sampling with applications to wild-life populations and human families. Biometrics 34:179–189

    Article  MathSciNet  MATH  Google Scholar 

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

    Book  MATH  Google Scholar 

  • Soheaffer RL (1972) Size-biased sampling. Technometrics 14:635–644

    Article  Google Scholar 

Download references

Acknowledgments

The authors are grateful to two anonymous referees for making some useful comments on an earlier version of this manuscript. The authors would like to extend their sincere appreciation to the Deanship of Scientific Research at King Saud University for funding this Research Group No (RG-1435-036).

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Correspondence to M. Kayid.

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Kayid, M., Izadkhah, S., Jarrahiferiz, J. et al. A mixture model of size-biased distributions. Metrika 79, 513–529 (2016). https://doi.org/10.1007/s00184-015-0565-5

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  • DOI: https://doi.org/10.1007/s00184-015-0565-5

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