On lower bounds for the variance of functions of random variables

被引:0
作者
Goodarzi, Faranak [1 ]
Amini, Mohammad [2 ]
Borzadaran, Gholam Reza Mohtashami [2 ]
机构
[1] Univ Kashan, Dept Stat, Kashan 8731753153, Iran
[2] Ferdowsi Univ Mashhad, Ordered Data Reliabil & Dependency Ctr Excellence, Dept Stat, POB 91775-1159, Mashhad, Razavi Khorasan, Iran
关键词
variance bound; Chernoff inequality; size-biased distribution; reliability measure; dynamic cumulative residual entropy; dynamic cumulative past entropy; CUMULATIVE RESIDUAL ENTROPY; CONTINUOUS DISTRIBUTIONS; INEQUALITY;
D O I
10.21136/AM.2021.0042-20
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper, we obtain lower bounds for the variance of a function of random variables in terms of measures of reliability and entropy. Also based on the obtained characterization via the lower bounds for the variance of a function of random variable X, we find a characterization of the weighted function corresponding to density function f(x), in terms of Chernoff-type inequalities. Subsequently, we obtain monotonic relationships between variance residual life and dynamic cumulative residual entropy and between variance past lifetime and dynamic cumulative past entropy. Moreover, we find lower bounds for the variance of functions of weighted random variables with specific weight functions applicable in reliability under suitable conditions.
引用
收藏
页码:767 / 788
页数:22
相关论文
共 23 条
[1]  
[Anonymous], 1995, MATH METHODS STAT
[2]   On the dynamic cumulative residual entropy [J].
Asadi, Majid ;
Zohrevand, Younes .
JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 2007, 137 (06) :1931-1941
[3]  
Borzadaran GRM, 2010, THAI J MATH, V8, P555
[4]  
Borzadaran GRM, 1998, STAT PROBABIL LETT, V39, P109
[5]   ON UPPER AND LOWER BOUNDS FOR THE VARIANCE OF A FUNCTION OF A RANDOM VARIABLE [J].
CACOULLOS, T .
ANNALS OF PROBABILITY, 1982, 10 (03) :799-809
[6]   CHARACTERIZATIONS OF DISTRIBUTIONS BY VARIANCE BOUNDS [J].
CACOULLOS, T ;
PAPATHANASIOU, V .
STATISTICS & PROBABILITY LETTERS, 1989, 7 (05) :351-356
[7]   Characterizations of distributions by generalizations of variance bounds and simple proofs of the CLT [J].
Cacoullos, T ;
Papathanasiou, V .
JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 1997, 63 (02) :157-171
[8]   ON UPPER-BOUNDS FOR THE VARIANCE OF FUNCTIONS OF RANDOM-VARIABLES [J].
CACOULLOS, T ;
PAPATHANASIOU, V .
STATISTICS & PROBABILITY LETTERS, 1985, 3 (04) :175-184
[9]   AN INEQUALITY FOR THE MULTIVARIATE NORMAL-DISTRIBUTION [J].
CHEN, LHY .
JOURNAL OF MULTIVARIATE ANALYSIS, 1982, 12 (02) :306-315
[10]   A NOTE ON AN INEQUALITY INVOLVING THE NORMAL-DISTRIBUTION [J].
CHERNOFF, H .
ANNALS OF PROBABILITY, 1981, 9 (03) :533-535