Abstract
In this article, we carry out stochastic comparisons on the maximum order statistics arising from two batches of multiple-outlier gamma random variables with different shape and scale parameters. It is proved that, under certain conditions, the majorization order between the vectors of shape parameters together with the weak majorization order [p-larger order] between the vectors of scale parameters implies the likelihood ratio order [hazard rate order] between the largest order statistics. The results established here strengthen and generalize some known ones in the literature.
Similar content being viewed by others
References
Ahmed, A.N., Alzaid, A., Bartoszewicz, J., Kochar, S.C.: Dispersive and superadditive ordering. Adv. Appl. Probab. 18, 1019–1022 (1986)
Balakrishnan, N., Rao, C.R.: (1998). Handbook of Statistics, Order Statistics: Theory and Methods, vol. 16, Elsevier, Amsterdam
Balakrishnan, N., Rao, C.R.: (1998). Handbook of Statistics, Order Statistics: Applications, vol. 17, Elsevier, Amsterdam
Balakrishnan, N., Torrado, N.: Comparisons between largest order statistics from multiple-outlier models. Statistics 50(1), 176–189 (2016)
Bon, J.L., Pǎltǎnea, E.: Ordering properties of convolutions of exponential random variables. Lifetime Data Anal. 5, 185–192 (1999)
Bon, J.L., Pǎltǎnea, E.: Comparisons of order statistics in a random sequence to the same statistics with i.i.d. variables. ESAIM Probab. Stat. 10, 1–10 (2006)
David, H.A., Nagaraja, H.N.: Order Statistics, 3rd edn. Wiley, Hoboken (2003)
Denuit, M., Frostig, E.: Heterogeneity and the need for capital in the individual model. Scand. Actuar. J. 2006, 42–66 (2006)
Ding, W., Zhang, Y., Zhao, P.: Comparisons of \(k\)-out-of-\(n\) systems with heterogenous components. Stat. Probab. Lett. 83, 493–502 (2013)
Khaledi, B.-E., Kochar, S.C.: Some new results on stochastic comparisons of parallel systems. J. Appl. Probab. 37, 283–291 (2000)
Kochar, S.C., Xu, M.: Stochastic comparisons of parallel systems when components have proportional hazard rates. Probab. Eng. Inf. Sci. 21, 597–609 (2007)
Kochar, S.C., Xu, M.: On the skewness of order statistics in multiple-outlier models. J. Appl. Probab. 48, 271–284 (2011)
Marshall, A.W., Olkin, I., Arnold, B.C.: Inequalities: Theory of Majorization and Its Applications, 2nd edn. Springer, New York (2011)
Misra, N., Misra, A.K.: On comparison of reversed hazard rates of two parallel systems comprising of independent gamma components. Stat. Probab. Lett. 83, 1567–1570 (2013)
Misra, N., van der Meulen, E.C.: On stochastic properties of \(m\)-spacings. J. Stat. Plan. Inferences 115, 683–697 (2003)
Pledger, P., Proschan, F.: Comparisons of order statistics and of spacings from heterogeneous distributions. In: Rustagi, J.S. (ed.) Optimizing Methods in Statistics, pp. 89–113. Academic Press, New York (1971)
Proschan, F., Sethuraman, J.: Stochastic comparisons of order statistics from heterogeneous populations, with applications in reliability. J. Multivar. Anal. 6, 608–616 (1976)
Shaked, M., Shanthikumar, J.G.: Stochastic Orders. Springer, New York (2007)
Yang, J., Zhuang, W.: A note on likelihood ratio ordering of order statistics from two samples. Stat. Probab. Lett. 84, 135–139 (2014)
Yu, Y.: On stochastic comparisons of order statistics from heterogeneous exponential samples. Probab. Eng. Inf. Sci. 1–6 (2019)
Zhang, T., Zhang, Y., Zhao, P.: Comparisons on largest order statistics from heterogeneous gamma samples. Probab. Eng. Inf. Sci. (2020). https://doi.org/10.1017/S0269964820000108
Zhang, Y., Li, X., Cheung, K.C.: On heterogeneity in the individual model with both dependent claim occurrences and severities. ASTIN Bull. J. IAA 48, 817–839 (2018)
Zhang, Y., Zhao, P.: On the maxima of heterogeneous gamma variables. Commun. Stat. Theory Methods 46, 5056–5071 (2017)
Zhao, P.: On parallel systems with heterogeneous gamma components. Probab. Eng. Inf. Sci. 25, 369–391 (2011)
Zhao, P., Balakrishnan, N.: Some characterization results for parallel systems with two heterogeneous exponential components. Statistics 45, 593–604 (2011)
Zhao, P., Balakrishnan, N.: Stochastic comparisons of largest order statistics from multiple-outlier exponential models. Probab. Eng. Inf. Sci. 26, 159–182 (2012)
Zhao, P., Balakrishnan, N.: Comparisons of largest order statistics from multiple-outlier gamma models. Methodol. Comput. Appl. Probab. 17, 617–645 (2015)
Zhao, P., Hu, Y., Zhang, Y.: Some new results on largest order statistics from multiple-outlier gamma models. Probab. Eng. Inf. Sci. 29, 597–621 (2015)
Zhao, P., Zhang, Y.: On the maxima of heterogeneous gamma variables with different shape and scale parameters. Metrika 77, 811–836 (2014)
Acknowledgements
The authors express their thanks to the Associate Editor Professor Niansheng Tang and two anonymous reviewers for their insightful comments and helpful suggestions, which have greatly improved the presentation of this manuscript. Yiying Zhang thanks the financial support from the start-up grant at Nankai University, the Fundamental Research Funds for the Central Universities, Nankai University (No. 63201159, No. 63211091), and the financial support from the Natural Science Foundation of Tianjin (No. 20JCQNJC01740). Peng Zhao thanks the support from National Natural Science Foundation of China (11871252) and A Project Funded by the Priority Academic Program Development of Jiangsu Higher Education Institutions.
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Zhang, Y., Hu, Y. & Zhao, P. Ordering Results on Largest Order Statistics from Multiple-Outlier Gamma Variables. Commun. Math. Stat. 11, 257–282 (2023). https://doi.org/10.1007/s40304-021-00247-6
Received:
Revised:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s40304-021-00247-6