Analysis and Applications of Quantile Approach on Residual Extropy
Keywords:
Distorted distribution, Quantile function, Nonparametric estimator, Reliability measures, Residual extropy, Stochastic orders, Uncertainty measure.
Abstract
Extropy is a measure of the uncertainty of a random variable. Motivated with the wideapplicability of quantile functions in modeling and analyzing statistical data, in this paper, we studyquantile version of the extropy from residual lifetime variable, "residual quantile extropy" in short.Unlike the residual extropy function, the residual quantile extropy determines the quantile densityfunction uniquely through a simple relationship. Aging classes, stochastic orders and characterizationresults are derived, using proposed quantile measure of uncertainty. We also suggest some applicationsrelated to (n i + 1)-out-of-n systems and distorted random variables. Finally, a nonparametricestimator for residual quantile extropy is provided. In order to evaluate of proposed estimator, we usea simulation study.References
Baratpour, S. and Khammar, A.H. (2017). A quantile-based generalized dynamic cumulative measure of entropy. Communications in Statistics-Theory and Methods, 47, 3104-3117.
[2] Barlow, R.E. and Proschan, F. (1981). Statistical Theory of Reliability and Life Testing: Probability Models. Silver-Spring, To Begin With.
[3] Denneberg, D. (1990). Premium calculation: why standard deviation should be replaced by absolute deviation. Astin Bulletin, 20, 181-190.
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[2] Barlow, R.E. and Proschan, F. (1981). Statistical Theory of Reliability and Life Testing: Probability Models. Silver-Spring, To Begin With.
[3] Denneberg, D. (1990). Premium calculation: why standard deviation should be replaced by absolute deviation. Astin Bulletin, 20, 181-190.
....
Published
2023-08-03
How to Cite
Khammar, A. H., Ahrari, V., & Amir Jahanshahi, S. M. (2023). Analysis and Applications of Quantile Approach on Residual Extropy. Statistics, Optimization & Information Computing, 11(4), 876-891. https://doi.org/10.19139/soic-2310-5070-1226
Issue
Section
Research Articles
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