ON DYNAMIC MUTUAL INFORMATION FOR BIVARIATE LIFETIMES

被引:18
作者
Ahmadi, Jafar [1 ]
Di Crescenzo, Antonio [2 ]
Longobardi, Maria [3 ]
机构
[1] Ferdowsi Univ Mashhad, Dept Stat, Ordered & Spatial Data Ctr Excellence, POB 1159, Mashhad 91775, Iran
[2] Univ Salerno, Dipartimento Matemat, I-84084 Fisciano, SA, Italy
[3] Univ Naples Federico II, Dipartimento Matemat & Applicaz, I-80126 Naples, Italy
关键词
Entropy; mutual information; time-transformed exponential model; bivariate lifetimes; order statistics; copula; ENTROPY;
D O I
10.1017/S0001867800049053
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
We consider dynamic versions of the mutual information of lifetime distributions, with a focus on past lifetimes, residual lifetimes, and mixed lifetimes evaluated at different instants. This allows us to study multicomponent systems, by measuring the dependence in conditional lifetimes of two components having possibly different ages. We provide some bounds, and investigate the mutual information of residual lifetimes within the time-transformed exponential model (under both the assumptions of unbounded and truncated lifetimes). Moreover, with reference to the order statistics of a random sample, we evaluate explicitly the mutual information between the minimum and the maximum, conditional on inspection at different times, and show that it is distribution-free in a special case. Finally, we develop a copula-based approach aiming to express the dynamic mutual information for past and residual bivariate lifetimes in an alternative way.
引用
收藏
页码:1157 / 1174
页数:18
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