Type I error of the modified Wilcoxon signed rank test under leptokurtic distribution
Group comparisons are at the heart of many research questions addressed by researchers.Making inferences and drawing conclusions through statistical hypothesis testing on the differences between groups is actively adopted by researchers in many disciplines.When the groups are dependent, and violati...
Saved in:
Main Authors: | , , , , |
---|---|
Other Authors: | |
Format: | Book Section |
Language: | English |
Published: |
Faculty of Computer & Mathematical Sciences, UiTM Kedah
2015
|
Subjects: | |
Online Access: | http://repo.uum.edu.my/22641/1/97896703146%20189%20498.pdf http://repo.uum.edu.my/22641/ |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Institution: | Universiti Utara Malaysia |
Language: | English |
id |
my.uum.repo.22641 |
---|---|
record_format |
eprints |
spelling |
my.uum.repo.226412017-07-13T00:33:31Z http://repo.uum.edu.my/22641/ Type I error of the modified Wilcoxon signed rank test under leptokurtic distribution Ahad, Nor Aishah Syed Yahaya, Sharipah Soaad Abdullah, Suhaida Lim, Yai Fung Md Yusof, Zahayu QA Mathematics Group comparisons are at the heart of many research questions addressed by researchers.Making inferences and drawing conclusions through statistical hypothesis testing on the differences between groups is actively adopted by researchers in many disciplines.When the groups are dependent, and violation of normality assumption occurred, the most commonly used method like paired t-test, usually produced doubtful result which will lead to misleading conclusions.As alternative, researchers tend to choose non parametric Wilcoxon signed rank test for the purpose.The computation of this statistic involves ranking the absolute difference of each pair of observations and any pair with 0 differences will be discarded.In this study, the statistic was modified by includimg the 0 differences in the ranking. The empirical Type I error rates of the modified statistical test was measured via Monte Carlo simulation. These rates were obtained under the combination of leptokurtic distributional shapes with various sample sizes and number of replications.The modified Wilcoxon signed rank test was found to be more robust under symmetric lepto!antic with conservative values as compared to the skewed leptokurtic distribution. The finding also indicated that different number of replications had no effect on Type I error. Faculty of Computer & Mathematical Sciences, UiTM Kedah Lor, Liew Kee Mansor, Kamarul Ariffin Nayan, Asmahani Zakaria, Shahida Farhan Idrus, Zanariah 2015 Book Section PeerReviewed application/pdf en http://repo.uum.edu.my/22641/1/97896703146%20189%20498.pdf Ahad, Nor Aishah and Syed Yahaya, Sharipah Soaad and Abdullah, Suhaida and Lim, Yai Fung and Md Yusof, Zahayu (2015) Type I error of the modified Wilcoxon signed rank test under leptokurtic distribution. In: Quest for Research Excellence on Computing, Mathematics and Statistics. Faculty of Computer & Mathematical Sciences, UiTM Kedah, Kedah, pp. 189-198. ISBN 978-967-0314-26-6 |
institution |
Universiti Utara Malaysia |
building |
UUM Library |
collection |
Institutional Repository |
continent |
Asia |
country |
Malaysia |
content_provider |
Universiti Utara Malaysia |
content_source |
UUM Institutionali Repository |
url_provider |
http://repo.uum.edu.my/ |
language |
English |
topic |
QA Mathematics |
spellingShingle |
QA Mathematics Ahad, Nor Aishah Syed Yahaya, Sharipah Soaad Abdullah, Suhaida Lim, Yai Fung Md Yusof, Zahayu Type I error of the modified Wilcoxon signed rank test under leptokurtic distribution |
description |
Group comparisons are at the heart of many research questions addressed by researchers.Making inferences and drawing conclusions through statistical hypothesis testing on the differences
between groups is actively adopted by researchers in many disciplines.When the groups are dependent, and violation of normality assumption occurred, the most commonly used method like paired t-test, usually produced doubtful result which will lead to misleading conclusions.As alternative, researchers tend to choose non parametric Wilcoxon signed rank test for the purpose.The computation of this statistic involves ranking the absolute difference of each pair of observations and any pair with 0 differences will be discarded.In this study, the statistic was modified by includimg the 0 differences in the ranking. The empirical Type I error rates of the modified statistical test was measured via Monte Carlo simulation. These rates were obtained under the combination of leptokurtic
distributional shapes with various sample sizes and number of replications.The modified Wilcoxon signed rank test was found to be more robust under symmetric lepto!antic with conservative values
as compared to the skewed leptokurtic distribution. The finding also indicated that different number of replications had no effect on Type I error. |
author2 |
Lor, Liew Kee |
author_facet |
Lor, Liew Kee Ahad, Nor Aishah Syed Yahaya, Sharipah Soaad Abdullah, Suhaida Lim, Yai Fung Md Yusof, Zahayu |
format |
Book Section |
author |
Ahad, Nor Aishah Syed Yahaya, Sharipah Soaad Abdullah, Suhaida Lim, Yai Fung Md Yusof, Zahayu |
author_sort |
Ahad, Nor Aishah |
title |
Type I error of the modified Wilcoxon signed rank test under leptokurtic distribution |
title_short |
Type I error of the modified Wilcoxon signed rank test under leptokurtic distribution |
title_full |
Type I error of the modified Wilcoxon signed rank test under leptokurtic distribution |
title_fullStr |
Type I error of the modified Wilcoxon signed rank test under leptokurtic distribution |
title_full_unstemmed |
Type I error of the modified Wilcoxon signed rank test under leptokurtic distribution |
title_sort |
type i error of the modified wilcoxon signed rank test under leptokurtic distribution |
publisher |
Faculty of Computer & Mathematical Sciences, UiTM Kedah |
publishDate |
2015 |
url |
http://repo.uum.edu.my/22641/1/97896703146%20189%20498.pdf http://repo.uum.edu.my/22641/ |
_version_ |
1644283575989698560 |