Title:
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On lower bounds for the variance of functions of random variables (English) |
Author:
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Goodarzi, Faranak |
Author:
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Amini, Mohammad |
Author:
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Mohtashami Borzadaran, Gholam Reza |
Language:
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English |
Journal:
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Applications of Mathematics |
ISSN:
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0862-7940 (print) |
ISSN:
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1572-9109 (online) |
Volume:
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66 |
Issue:
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5 |
Year:
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2021 |
Pages:
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767-788 |
Summary lang:
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English |
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Category:
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math |
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Summary:
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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. (English) |
Keyword:
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variance bound |
Keyword:
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Chernoff inequality |
Keyword:
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size-biased distribution |
Keyword:
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reliability measure |
Keyword:
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dynamic cumulative residual entropy |
Keyword:
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dynamic cumulative past entropy |
MSC:
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60E15 |
idZBL:
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07396177 |
idMR:
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MR4299884 |
DOI:
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10.21136/AM.2021.0042-20 |
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Date available:
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2021-08-18T08:31:48Z |
Last updated:
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2023-11-06 |
Stable URL:
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http://hdl.handle.net/10338.dmlcz/149082 |
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Reference:
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[1] Asadi, M., Zohrevand, Y.: On the dynamic cumulative residual entropy.J. Stat. Plann. Inference 137 (2007), 1931-1941. Zbl 1118.62006, MR 2323874, 10.1016/j.jspi.2006.06.035 |
Reference:
|
[2] Cacoullos, T.: On upper and lower bounds for the variance of the function of a random variable.Ann. Probab. 10 (1982), 799-809. Zbl 0492.60021, MR 0659549, 10.1214/aop/1176993788 |
Reference:
|
[3] Cacoullos, T., Papathanasiou, V.: On upper bounds for the variance of functions of random variables.Stat. Probab. Lett. 3 (1985), 175-184. Zbl 0572.60021, MR 0801687, 10.1016/0167-7152(85)90014-8 |
Reference:
|
[4] Cacoullos, T., Papathanasiou, V.: Characterizations of distributions by variance bounds.Stat. Probab. Lett. 7 (1989), 351-356. Zbl 0677.62012, MR 1001133, 10.1016/0167-7152(89)90050-3 |
Reference:
|
[5] Cacoullos, T., Papathanasiou, V.: A generalization of covariance identity and related characterization.Math. Methods Stat. 4 (1995), 106-113. Zbl 0831.62013, MR 1324694 |
Reference:
|
[6] Cacoullos, T., Papathanasiou, V.: Characterizations of distributions by generalizations of variance bounds and simple proofs of the CLT.J. Stat. Plann. Inference 63 (1997), 157-171. Zbl 0922.62009, MR 1491576, 10.1016/S0378-3758(97)00008-6 |
Reference:
|
[7] Chen, L. H. Y.: An inequality for the multivariate normal distribution.J. Multivariate Anal. 12 (1982), 306-315. Zbl 0483.60011, MR 0661566, 10.1016/0047-259X(82)90022-7 |
Reference:
|
[8] Chernoff, H.: A note on an inequality involving the normal distribution.Ann. Probab. 9 (1981), 533-535. Zbl 0457.60014, MR 0614640, 10.1214/aop/1176994428 |
Reference:
|
[9] Crescenzo, A. Di, Paolillo, L.: Analysis and applications of the residual varentropy of random lifetimes.(to appear) in Probab. Eng. Inf. Sci. MR 4276539, 10.1017/S0269964820000133 |
Reference:
|
[10] Fisher, R. A.: The effects of methods of ascertainment upon the estimation of frequencies.Ann. Eugenics 6 (1934), 13-25. 10.1111/j.1469-1809.1934.tb02105.x |
Reference:
|
[11] Goodarzi, F., Amini, M., Borzadaran, G. R. Mohtashami: On upper bounds for the variance of functions of random variables with weighted distributions.Lobachevskii J. Math. 37 (2016), 422-435. Zbl 1347.62030, MR 3528019, 10.1134/S1995080216040089 |
Reference:
|
[12] Goodarzi, F., Amini, M., Borzadaran, G. R. Mohtashami: Characterizations of continuous distributions through inequalities involving the expected values of selected functions.Appl. Math., Praha 62 (2017), 493-507. Zbl 06819518, MR 3722901, 10.21136/AM.2017.0182-16 |
Reference:
|
[13] Goodarzi, F., Amini, M., Borzadaran, G. R. Mohtashami: Some results on upper bounds for the variance of functions of the residual life random variables.J. Comput. Appl. Math. 320 (2017), 30-42. Zbl 1368.60021, MR 3624716, 10.1016/j.cam.2017.01.001 |
Reference:
|
[14] Borzadaran, G. R. Mohtashami: A note on continuous exponential families.Thai J. Math. 8 (2010), 555-563. Zbl 1229.62011, MR 2763677 |
Reference:
|
[15] Borzadaran, G. R. Mohtashami, Shanbhag, D. N.: Further results based on Chernoff-type inequalities.Stat. Probab. Lett. 39 (1998), 109-117. Zbl 1094.62503, MR 1652512, 10.1016/S0167-7152(98)00036-4 |
Reference:
|
[16] Nair, N. U., Sudheesh, K. K.: Characterization of continuous distributions by variance bound and its implications to reliability modeling and catastrophe theory.Commun. Stat., Theory Methods 35 (2006), 1189-1199. Zbl 1105.62016, MR 2328470, 10.1080/03610920600629443 |
Reference:
|
[17] Nair, N. U., Sudheesh, K. K.: Characterization of continuous distributions by properties of conditional variance.Stat. Methodol. 7 (2010), 30-40. Zbl 1232.62038, MR 2744442, 10.1016/j.stamet.2009.08.003 |
Reference:
|
[18] Nanda, A. K., Singh, H., Misra, N., Paul, P.: Reliability properties of reversed residual lifetime.Commun. Stat., Theory Methods 32 (2003), 2031-2042. Zbl 1156.62360, MR 2002004, 10.1081/STA-120023264 |
Reference:
|
[19] Navarro, J., Aguila, Y. del, Asadi, M.: Some new results on the cumulative residual entropy.J. Stat. Plann. Inference 140 (2010), 310-322. Zbl 1177.62005, MR 2568141, 10.1016/j.jspi.2009.07.015 |
Reference:
|
[20] Psarrakos, G., Navarro, J.: Generalized cumulative residual entropy and record values.Metrika 76 (2013), 623-640. Zbl 1307.62011, MR 3078811, 10.1007/s00184-012-0408-6 |
Reference:
|
[21] Rao, C. R.: On discrete distributions arising out of methods of ascertainment.Classical and Contagious Discrete Distributions Statistical Publishing Society, Calcutta (1965), 320-332. Zbl 0212.21903, MR 0214205 |
Reference:
|
[22] Rao, M., Chen, Y., Vemuri, B. C., Wang, F.: Cumulative residual entropy: A new measure of information.IEEE Trans. Inf. Theory 50 (2004), 1220-1228. Zbl 1302.94025, MR 2094878, 10.1109/TIT.2004.828057 |
Reference:
|
[23] Shaked, M., Shanthikumar, J. G.: Stochastic Orders.Springer Series in Statistics. Springer, New York (2007). Zbl 1111.62016, MR 2265633, 10.1007/978-0-387-34675-5 |
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