Skew-Symmetric Generalized Normal and Generalized t Distributions

In this paper, we introduce the skew-symmetric generalized normal and the skew-symmetric generalized t distributions, which are skewed extensions of symmetric special cases of generalized skew-normal and generalized skew-t distributions, respectively. We derive key distributional properties for these new distributions, including a recurrence relation and an explicit form for the cumulative distribution function (cdf) of the skew-symmetric generalized t distribution. Numerical examples including a simulation study and a real data analysis are presented to illustrate the practical applicability of these distributions.

Authors

Institutions

Publication Details

Journal
Axioms
Published
2024-11-13
DOI
https://doi.org/10.3390/axioms13110782
Citations
1
Primary Topic
Statistical Distribution Estimation and Applications
Type
article
Field-Weighted Citation Impact
0.71

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Skew-Symmetric Generalized Normal and Generalized t Distributions

Ding‐Geng Chen, Mahdi Salehi, Yaser Mehrali, Najmeh Nakhaei Rad
1 citations
Axioms
Statistical Distribution Estimation and Applications
0.71
article

Skew-Symmetric Generalized Normal and Generalized t Distributions

Ding‐Geng Chen, Mahdi Salehi, Yaser Mehrali, Najmeh Nakhaei Rad
article en
1 citations

Abstract

In this paper, we introduce the skew-symmetric generalized normal and the skew-symmetric generalized t distributions, which are skewed extensions of symmetric special cases of generalized skew-normal and generalized skew-t distributions, respectively. We derive key distributional properties for these new distributions, including a recurrence relation and an explicit form for the cumulative distribution function (cdf) of the skew-symmetric generalized t distribution. Numerical examples including a simulation study and a real data analysis are presented to illustrate the practical applicability of these distributions.

AxiomsVol. 13(11)
University of Neyshabur (IR), Arizona State University (US), University of Pretoria (ZA)
National Research Foundation, University of Pretoria, Department of Science and Technology, Ministry of Science and Technology, India, Medical Research Council
Openalex Percentile: Top 25%
Statistical Distribution Estimation and Applications
0.71
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.