Fractional generalized cumulative entropy and its dynamic version

被引:28
|
作者
Di Crescenzo, Antonio [1 ]
Kayal, Suchandan [2 ]
Meoli, Alessandra [1 ]
机构
[1] Univ Salerno, Dipartimen Matemat, Via Giovanni Paolo II 132, I-84084 Fisciano, SA, Italy
[2] Natl Inst Technol Rourkela, Dept Math, Rourkela 769008, India
关键词
Cumulative entropy; Fractional calculus; Stochastic orderings; Estimation; HAZARD RATE MODEL; RESIDUAL ENTROPY;
D O I
10.1016/j.cnsns.2021.105899
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Following the theory of information measures based on the cumulative distribution function, we propose the fractional generalized cumulative entropy, and its dynamic version. These entropies are particularly suitable to deal with distributions satisfying the proportional reversed hazard model. We study the connection with fractional integrals, and some bounds and comparisons based on stochastic orderings, that allow to show that the proposed measure is actually a variability measure. The investigation also involves various notions of reliability theory, since the considered dynamic measure is a suitable extension of the mean inactivity time. We also introduce the empirical generalized fractional cumulative entropy as a non-parametric estimator of the new measure. It is shown that the empirical measure converges to the proposed notion almost surely. Then, we address the stability of the empirical measure and provide an example of application to real data. Finally, a central limit theorem is established under the exponential distribution. (c) 2021 Elsevier B.V. All rights reserved.
引用
收藏
页数:17
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