On lower bounds for the variance of functions of random variables
Applications of Mathematics, Tome 66 (2021) no. 5, pp. 767-788
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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.
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.
DOI :
10.21136/AM.2021.0042-20
Classification :
60E15
Keywords: variance bound; Chernoff inequality; size-biased distribution; reliability measure; dynamic cumulative residual entropy; dynamic cumulative past entropy
Keywords: variance bound; Chernoff inequality; size-biased distribution; reliability measure; dynamic cumulative residual entropy; dynamic cumulative past entropy
@article{10_21136_AM_2021_0042_20,
author = {Goodarzi, Faranak and Amini, Mohammad and Mohtashami Borzadaran, Gholam Reza},
title = {On lower bounds for the variance of functions of random variables},
journal = {Applications of Mathematics},
pages = {767--788},
year = {2021},
volume = {66},
number = {5},
doi = {10.21136/AM.2021.0042-20},
mrnumber = {4299884},
language = {en},
url = {http://geodesic.mathdoc.fr/articles/10.21136/AM.2021.0042-20/}
}
TY - JOUR AU - Goodarzi, Faranak AU - Amini, Mohammad AU - Mohtashami Borzadaran, Gholam Reza TI - On lower bounds for the variance of functions of random variables JO - Applications of Mathematics PY - 2021 SP - 767 EP - 788 VL - 66 IS - 5 UR - http://geodesic.mathdoc.fr/articles/10.21136/AM.2021.0042-20/ DO - 10.21136/AM.2021.0042-20 LA - en ID - 10_21136_AM_2021_0042_20 ER -
%0 Journal Article %A Goodarzi, Faranak %A Amini, Mohammad %A Mohtashami Borzadaran, Gholam Reza %T On lower bounds for the variance of functions of random variables %J Applications of Mathematics %D 2021 %P 767-788 %V 66 %N 5 %U http://geodesic.mathdoc.fr/articles/10.21136/AM.2021.0042-20/ %R 10.21136/AM.2021.0042-20 %G en %F 10_21136_AM_2021_0042_20
Goodarzi, Faranak; Amini, Mohammad; Mohtashami Borzadaran, Gholam Reza. On lower bounds for the variance of functions of random variables. Applications of Mathematics, Tome 66 (2021) no. 5, pp. 767-788. doi: 10.21136/AM.2021.0042-20
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