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