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Laplace-Logistic Unit Distribution with Application in Dynamic and Regression Analysis.

Authors :
Stojanović, Vladica S.
Jovanović Spasojević, Tanja
Jovanović, Mihailo
Source :
Mathematics (2227-7390). Jul2024, Vol. 12 Issue 14, p2282. 21p.
Publication Year :
2024

Abstract

This manuscript presents a new two-parameter unit stochastic distribution, obtained by transforming the Laplace distribution, using a generalized logistic map, into a unit interval. The distribution thus obtained is named the Laplace-logistic unit (abbreviated LLU) distribution, and its basic stochastic properties are examined in detail. Also, the procedure for estimating parameters based on quantiles is provided, along with the asymptotic properties of the obtained estimates and the appropriate numerical simulation study. Finally, the application of the LLU distribution in dynamic and regression analysis of real-world data with accentuated "peaks" and "fat" tails is also discussed. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
22277390
Volume :
12
Issue :
14
Database :
Academic Search Index
Journal :
Mathematics (2227-7390)
Publication Type :
Academic Journal
Accession number :
178699918
Full Text :
https://doi.org/10.3390/math12142282