Bounded Odd Inverse Pareto Exponential Distribution: Properties, Estimation, and Regression
Author(s) -
Suleman Nasiru,
Abdul Ghaniyyu Abubakari,
Irene Dekomwine Angbing
Publication year - 2021
Publication title -
international journal of mathematics and mathematical sciences
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 0.21
H-Index - 39
eISSN - 1687-0425
pISSN - 0161-1712
DOI - 10.1155/2021/9955657
Subject(s) - mathematics , frequentist inference , statistics , bathtub , distribution (mathematics) , exponential distribution , unit interval , exponential function , pareto distribution , distribution fitting , monte carlo method , bounded function , interval (graph theory) , mathematical analysis , combinatorics , bayesian probability , bayesian inference , archaeology , history
In this paper, we introduce a new three-parameter distribution defined on the unit interval. &e density function of the distribution exhibits different kinds of shapes such as decreasing, increasing, left skewed, right skewed, and approximately symmetric. &e failure rate function shows increasing, bathtub, and modified upside-down bathtub shapes. Six different frequentist estimation procedures were proposed for estimating the parameters of the distribution and their performance assessed via Monte Carlo simulations. Applications of the distribution were illustrated by analyzing two datasets and its fit compared to that of other distributions defined on the unit interval. Finally, we developed a regression model for a response variable that follows the new distribution.
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