On Weighted Entropy Generating Function

In this paper, we study the properties of the weighted entropy generating function (WEGF). We also introduce the weighted residual entropy generating function (WREGF) and establish some characterization results based on its connections with the hazard rate and the mean residual life function. Furthermore, we propose two new classes of life distributions derived from WREGF. We also study the non-parametric estimation of WREGF. A non-parametric test for the Pareto type I distribution is developed based on entropy characterization. To evaluate the performance of the test statistics, we conduct an extensive Monte Carlo simulation study. Finally, we apply the proposed method to two real-life datasets.

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Publication Details

Journal
ArXiv.org
Published
2025-07-20
Primary Topic
Statistical Distribution Estimation and Applications
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article
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article

On Weighted Entropy Generating Function

S. Smitha, Sudheesh K. Kattumannil, Mary Andrewsa
ArXiv.org
Statistical Distribution Estimation and Applications
article

On Weighted Entropy Generating Function

S. Smitha, Sudheesh K. Kattumannil, Mary Andrewsa
article en

Abstract

In this paper, we study the properties of the weighted entropy generating function (WEGF). We also introduce the weighted residual entropy generating function (WREGF) and establish some characterization results based on its connections with the hazard rate and the mean residual life function. Furthermore, we propose two new classes of life distributions derived from WREGF. We also study the non-parametric estimation of WREGF. A non-parametric test for the Pareto type I distribution is developed based on entropy characterization. To evaluate the performance of the test statistics, we conduct an extensive Monte Carlo simulation study. Finally, we apply the proposed method to two real-life datasets.

ArXiv.org
Openalex Percentile: Top 66%
Statistical Distribution Estimation and Applications
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On Weighted Entropy Generating Function — S. Smitha, Sudheesh K. Kattumannil, et al. · ArXiv.org (2025) | TGRS Research Map | TGRS