Abstract
In 1961, Renyi introduced the concept of parametric family of entropies as a generalization of the Shannon entropy. A significant application of this measure can be found in ecology, statistics and various other areas. Later, a divergence measure based on the Renyi entropy was introduced. In this study, we propose a weighted (shift-dependent) version of the Renyi divergence for two doubly truncated nonnegative random variables. Several bounds are obtained. The effect of monotone transformations on the proposed measure is discussed. Finally, a numerical study is performed to provide estimate of the proposed measure.
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References
Bain, L.J., Engelhardt, M.: Statistical Analysis of Reliability and Life-Testing Models, 2nd edn. Marcel and Dekker, New York (1991)
Kayal, S.: Some results on dynamic discrimination measures of order (\(\alpha \), \(\beta \)). Hacet. J. Math. Stat. 44, 179–188 (2015)
Kullback, S., Leibler, R.A.: On information and sufficiency. Ann. Math. Stat. 22, 79–86 (1951)
Misagh, F., Yari, G.H.: Interval entropy and informative distance. Entropy 14, 480–490 (2012)
Navarro, J., Ruiz, J.M.: Failure rate functios for doubly truncated random variables. IEEE Trans. Reliab. 45, 685–690 (1996)
Park, S., Shin, M.: Kullback-Leibler information of a censored variable and its applications. Statistics 48, 756–765 (2014)
Renyi, A.: On measures of entropy and information. In: Neyman, J. (ed.) 4th Berkeley Symposium on Mathematical Statistics and Probability, Berkeley, vol. 1, pp. 547–561 (1961)
Sankaran, P.G., Sunoj, S.M.: Identification of models using failure rate and mean residual life of doubly truncated random variables. Stat. Pap. 45, 97–109 (2004)
Shaked, M., Shanthikumar, J.G.: Stochastic Orders. Springer, New York (2007)
Varma, R.S.: Generalization of Renyi’s entropy of order \(\alpha \). J. Math. Sci. 1, 34–48 (1966)
Wang, C., Chang, H., Boughton, K.A.: Kullback-Leibler information and its applications in multi-dimensional adaptive testing. Psychometrika 76, 13–39 (2011)
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Moharana, R., Kayal, S. (2020). A Study on Weighted Doubly Truncated Renyi Divergence. In: Castillo, O., Jana, D., Giri, D., Ahmed, A. (eds) Recent Advances in Intelligent Information Systems and Applied Mathematics. ICITAM 2019. Studies in Computational Intelligence, vol 863. Springer, Cham. https://doi.org/10.1007/978-3-030-34152-7_59
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DOI: https://doi.org/10.1007/978-3-030-34152-7_59
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