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Wararit Panichkitkosolkul.. Confidence intervals using bootstrap methods for the parameter of the zero-truncated Poisson-Shanker distribution and their application. (). King Mongkut's University of Technology North Bangkok. Central Library. : , 2023.
Confidence intervals using bootstrap methods for the parameter of the zero-truncated Poisson-Shanker distribution and their application
Name: Panicha Kaskasamkul.
Organization :
Naresuan University. Faculty of Science
Organization :
Thammasat University. Faculty of Science and Technology
Email :
wararit@mathstat.sci.tu.ac.th
keyword:
Count data.
LCSH:
Confidence intervals.
LCSH:
Shanker distribution.
LCSH:
Bootstrap (Statistics)
LCSH:
Parameter estimation.
Abstract:
Several situations involve count data containing non-zero values and the zero-truncated Poisson-Shanker distribution can be used to model such data. However, the confidence interval estimation of the parameter has not yet been examined. In this paper, confidence interval estimation based on percentile bootstrap, simple bootstrap, biased-corrected and accelerated bootstrap, and bootstrap-t methods was examined in terms of coverage probability and average interval length via Monte Carlo simulation. The results indicate that attaining the nominal confidence level using the bootstrap methods were not possible for small sample sizes regardless of the other settings. Moreover, when the sample size was large, the performances of the methods were not substantially different. Overall, the bias-corrected and accelerated bootstrap method outperformed the others, even for small sample sizes. Last, the bootstrap methods were used to calculate the confidence interval for the parameter of the zero-truncated Poisson-Shanker distribution via three numerical examples, the results of which match those from the simulation study."
King Mongkut's University of Technology North Bangkok. Central Library
Address:
BANGKOK
Email:
library@kmutnb.ac.th
Created:
2023
Modified:
2023-12-04
Issued:
2023-11-28
บทความ/Article
application/pdf
BibliograpyCitation :
JOURNAL OF APPLIED SCIENCE AND EMERGING TECHNOLOGY. vol. 22, no. 3 (2023), p. 1-11.
eng
©copyrights King Mongkut's University of Technology North Bangkok
RightsAccess:
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0.031532 วินาที
Panicha Kaskasamkul.
| Title | Contributor | Type |
|---|---|---|
| Confidence intervals using bootstrap methods for the parameter of the zero-truncated Poisson-Shanker distribution and their application
มหาวิทยาลัยเทคโนโลยีพระจอมเกล้าพระนครเหนือ Panicha Kaskasamkul.;Wararit Panichkitkosolkul. | บทความ/Article |
Wararit Panichkitkosolkul.
| Title | Contributor | Type |
|---|---|---|
| Confidence intervals using bootstrap methods for the parameter of the zero-truncated Poisson-Shanker distribution and their application
มหาวิทยาลัยเทคโนโลยีพระจอมเกล้าพระนครเหนือ Panicha Kaskasamkul.;Wararit Panichkitkosolkul. | บทความ/Article |