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The Type I Half Logistic Skew-t Distribution: A Heavy-Tail Model with Inverted Bathtub Shaped Hazard Rate

Authors :
H. Chiroma
O. D. Adubisi
A. Abdulkadir
U. F. Abbas
Source :
Asian Journal of Probability and Statistics. :21-40
Publication Year :
2021
Publisher :
Sciencedomain International, 2021.

Abstract

In this article a new generalization of the skew student-t distribution was introduced. The two-parameter model called the type I half-logistic skew-t (TIHLST) distribution can fit skewed, heavy-right tail, and long-tail datasets. Statistical properties of the type I half-logistic skew-t (TIHLST) distribution were derived and the maximum likelihood method parameter estimates assessed through a simulation study. A well-known dataset was analysed, illustrating the usefulness of the new distribution in modeling skewed and heavy-tailed data. The hazard rate shape was found to be increasing, decreasing and inverted bathtub shaped which was also reflected in the application result.

Details

ISSN :
25820230
Database :
OpenAIRE
Journal :
Asian Journal of Probability and Statistics
Accession number :
edsair.doi...........b61b990e74f12a3350e1e1541e359ffc
Full Text :
https://doi.org/10.9734/ajpas/2021/v14i430336