Abstract
In recent times, there has been a growing interest among researchers in utilizing quantile-based approaches for assessing the uncertainty associated with random variables. Distinct from traditional distribution function methods, quantile-based measurements offer unique perspectives. This paper investigates the extropy of order statistics by introducing a novel approach based on quantiles and explores its properties. Additionally, we present a nonparametric estimator and its application to this new measure using distributions commonly employed in lifetime data analysis.
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References
Anderson PK, Borgan Gill RD, Keiding N (1993) Statistical models based on counting processes. Biometrics 24:100–101
Aswin I, Sankaran PG, Sunoj S (2020) A class of distributions with quadratic hazard quantile function. J Indian Soc Probab Stat 21:409–426
Davidson R (2008) Reliable inference for the Gini index. J Econometr 150(1):30–40
Di Crescenzo A, Longobardi M (2002) Entropy-based measure of uncertainty in past lifetime distributions. J Appl Probab 39(2):434–440
Dileep KM, Sankaran PG (2021) A new family of quantile functions and its applications. Commun Stat-Theory Methods 50(18):4216–4235
Gilchrist W (2000) Statistical modelling with quantile function, 1st edn. CRC Press, FL
Hankin RKS, Lee A (2006) A new family of non-negative distributions. Aust N Z J Stat 8(1):67–78
Jahanshahi S, Zarei H, Khammar A (2020) On cumulative residual extropy. Probab Eng Inf Sci 34(4):605–625
Jones MC (1992) Estimating densities, quantiles, quantile densities and density quantiles. Ann Inst Stat Math 44(4):721–27
Jose J, Sathar EIA (2019) Residual extropy of k-record values. Stat Probab Lett 146:1–6
Kayal S (2018) On weighted generalized cumulative residual entropy of order \(n\). Methodol Comput Appl Probab 20:487–503
Kayal S (2021) Failure extropy, dynamic failure extropy and their weighted versions. Stoch Qual Control 36(1):59–71
Kayal S, Tripathy MR (2018) A quantile-based Tsallis alpha divergence. Phys A 492:496–505
Krishna S, Sunoj SM, Nair NU (2020) Some reliabiltiy properties of extropy for residual and past lifetime random variables. J Korean Stat Soc 49:457–474
Krishnan AS, Sunoj SM, Sankaran PG (2019) Quantile-based reliability aspects of cumulative Tsallis entropy in past lifetime. Metrika 82(1):17–38
Krishnan AS, Sankaran PG, Sunoj SM (2020) Some reliability properties of extropy for residual and past lifetime random variables. J Korean Stat Soc 49:457–474
Lad F, Sanfilippo G, Agro G (2015) Extropy: complementary dual of entropy. Stat Sci 30:40–58
Nair NU, Vineshkumar B (2022) Cumulative entropy and income analysis. Stoch Qual Control 37(2):165–179
Nair NU, Sankaran PG, Vinesh Kumar B (2011) Modelling lifetimes by quantile function using Parzen’s score function. J Theor Appl Stat 46(6):1–13
Nair NU, Nair KRM, Sreelakshmi N (2012) Some properties of new Zenga curve. Stat Appl 10:43–52
Parzen E (1979) Nonparametric statistical data modelling. J Am Stat Assoc 74(365):105–121
Psarrakos G, Toomaj A (2017) On the generalized cumulative residual entropy with applications in actuarial science. J Comput Appl Math 309:186–199
Pundir S, Arora S, Jain K (2005) Bonferroni curve and the related statistical inference. Stat Probab Lett 75(2):140–150
Qiu G, Jia K (2018) The residual extropy of order statistics. Stat Probab Lett 133:15–22
Rajesh G, Sunoj SM (2019) Some properties of cumulative Tsallis entropy of order alpha. Stat Pap 60(3):933–943
Ramberg JS, Schmeiser BW (1974) An approximate method for generating asymetric random variables. Commun ACM 17:78–82
Sankaran PG, Nair NU (2009) Nonparametric estimation of the hazard quantile function. J Nonparametr Stat 21(6):757–767
Sathar EIA, Dhanya Nair R (2019) On the dynamic survival extropy. Commun Theor Methods 50(6):1295–1313
Serfling RJ (1980) Approximation theorems of mathematical statistics, vol 162, 1st edn. Wiley, New York
Shaked M, Shanthikumar JG (2007) Stochastic orders. Springer
Shannon CE (1948) A mathematical theory of communication. Bell Syst Tech J 27:379–423
Silpa S, Sunoj SM, Sankaran PG, Rajesh G (2022) Nonparametric estimation of quantile-based entropy function. Commun Stat—Simul Comput 52(5):1805–1821
Soni PI, Dewan I, Jain K (2012) Nonparametric estimation of quantile density function. Comput Stat Data Anal 56(12):3876–86
Wang S (1998) An actuarial index of the right-tail risk. North Am Actuar J 2:88–101
Zenga M (2007) Inequality curve and inequality index based on the ratios between lower and upper arithmetic means. Stat Appl 5:3–27
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Sathar, E.I.A., Vijayan, V.L. A Study on Quantile based Cumulative Residual Extropy of Order Statistics. J Indian Soc Probab Stat 25, 169–197 (2024). https://doi.org/10.1007/s41096-024-00175-y
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DOI: https://doi.org/10.1007/s41096-024-00175-y