volume 23 pages 898-912

Confidence Intervals for the Difference between Two Coefficients of Variation of the delta-Birnbaum-Saunders Distributions

Publication typeJournal Article
Publication date2024-12-27
scimago Q3
SJR0.290
CiteScore1.5
Impact factor
ISSN11092769, 22242880
Abstract

The delta-Birnbaum-Saunders distribution is a relatively novel concept that combines the Birnbaum-Saunders with the binomial distributions. As a result, datasets containing both positive and zero values conform well with this distribution, making it particularly intriguing. Additionally, coefficients of variation are among the important statistics for comparing the dispersion of data. Therefore, there is an interest in proposing methods for constructing confidence intervals, which play a crucial role in statistical inference for the difference between two coefficients of variation in delta-Birnbaum-Saunders distributions. There are four methods proposed: the method of variance estimates recovery, the bootstrap confidence interval, the generalized confidence interval based on the variance stabilized transformation, and the generalized confidence interval based on the Wilson score method. All the methods are compared in terms of performance using coverage probability and average width through Monte Carlo simulations. The simulation results show that the bootstrap confidence interval performs similarly to the method of variance estimate recovery, except in cases where the shape parameter is large. In addition, it is shown that the generalized confidence interval based on variance stabilized transformation and the generalized confidence interval based on the Wilson score method yield similar results and demonstrate the highest efficiency compared to other methods. Finally, two datasets are used to illustrate the application of the proposed confidence intervals.

Found 

Are you a researcher?

Create a profile to get free access to personal recommendations for colleagues and new articles.
Metrics
0
Share
Cite this
GOST |
Cite this
GOST Copy
Janthasuwan U., Niwitpong S., Niwitpong S. Confidence Intervals for the Difference between Two Coefficients of Variation of the delta-Birnbaum-Saunders Distributions // WSEAS Transactions on Mathematics. 2024. Vol. 23. pp. 898-912.
GOST all authors (up to 50) Copy
Janthasuwan U., Niwitpong S., Niwitpong S. Confidence Intervals for the Difference between Two Coefficients of Variation of the delta-Birnbaum-Saunders Distributions // WSEAS Transactions on Mathematics. 2024. Vol. 23. pp. 898-912.
RIS |
Cite this
RIS Copy
TY - JOUR
DO - 10.37394/23206.2024.23.93
UR - https://wseas.com/journals/mathematics/2024/b865106-2084.pdf
TI - Confidence Intervals for the Difference between Two Coefficients of Variation of the delta-Birnbaum-Saunders Distributions
T2 - WSEAS Transactions on Mathematics
AU - Janthasuwan, Usanee
AU - Niwitpong, Sa-Aat
AU - Niwitpong, Suparat
PY - 2024
DA - 2024/12/27
PB - World Scientific and Engineering Academy and Society (WSEAS)
SP - 898-912
VL - 23
SN - 1109-2769
SN - 2224-2880
ER -
BibTex
Cite this
BibTex (up to 50 authors) Copy
@article{2024_Janthasuwan,
author = {Usanee Janthasuwan and Sa-Aat Niwitpong and Suparat Niwitpong},
title = {Confidence Intervals for the Difference between Two Coefficients of Variation of the delta-Birnbaum-Saunders Distributions},
journal = {WSEAS Transactions on Mathematics},
year = {2024},
volume = {23},
publisher = {World Scientific and Engineering Academy and Society (WSEAS)},
month = {dec},
url = {https://wseas.com/journals/mathematics/2024/b865106-2084.pdf},
pages = {898--912},
doi = {10.37394/23206.2024.23.93}
}