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- Title
Laplace-Logistic Unit Distribution with Application in Dynamic and Regression Analysis.
- Authors
Stojanović, Vladica S.; Jovanović Spasojević, Tanja; Jovanović, Mihailo
- 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.
- Subjects
REGRESSION analysis; PARAMETER estimation; QUANTILES; DATA analysis; COMPUTER simulation
- Publication
Mathematics (2227-7390), 2024, Vol 12, Issue 14, p2282
- ISSN
2227-7390
- Publication type
Article
- DOI
10.3390/math12142282