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Erschienen in: Annals of Data Science 1/2021

18.05.2019

Modified Beta Linear Exponential Distribution with Hydrologic Applications

verfasst von: Hassan S. Bakouch, Abdus Saboor, Muhammad Nauman Khan

Erschienen in: Annals of Data Science | Ausgabe 1/2021

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Abstract

In this paper, we introduce a flexible modified beta linear exponential (MBLE) distribution. Our motivation, besides others are there, dues to its ability in hydrology applications. We investigate a set of its statistical properties for supporting such applications, like moments, moment generating function, conditional moments, mean deviations, entropy, mean and variance (reversed) residual life and maximum likelihood estimators with observed information matrix. The distribution can accommodate both decreasing and increasing hazard rates as well as upside down bathtub and bathtub shaped hazard rates. Moreover, several distributions arise as special cases of the distribution. The MBLE distribution with others are fitted to two hydrology data sets. It is shown that, the MBLE distribution is the best fit among the compared distributions based on nine goodness-of-fit statistics among them the Corrected Akaike information criterion, Hannan–Quinn information criterion, Anderson–Darling and Kolmogorov–Smirnov p value. Consequently, some parameters of these data are obtained such as return level, conditional mean, mean deviation about the return level, risk of failure for designing hydraulic structures. Finally, we hope that this model will be able to attract wider applicability in hydrology and other life areas.

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Metadaten
Titel
Modified Beta Linear Exponential Distribution with Hydrologic Applications
verfasst von
Hassan S. Bakouch
Abdus Saboor
Muhammad Nauman Khan
Publikationsdatum
18.05.2019
Verlag
Springer Berlin Heidelberg
Erschienen in
Annals of Data Science / Ausgabe 1/2021
Print ISSN: 2198-5804
Elektronische ISSN: 2198-5812
DOI
https://doi.org/10.1007/s40745-019-00222-7

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