Type I Error and Power Rates of Ft Statistic with Trimmed Mean

Achieving nominal type I error rates and having high power values simultaneously will produce good test statistics. In order to identify a good test statistic which is able to satisfy both aforementioned criteria, a study is done on Ft statistic with trimming strategies using robust scale estimators...

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Main Authors: Md Yusof, Zahayu, Abdullah, Suhaida, Syed Yahaya, Sharipah Soaad, Othman, Abdul Rahman
Format: Article
Language:English
Published: Pushpa Publishing House 2012
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Online Access:https://repo.uum.edu.my/id/eprint/30957/1/FEJMS%2069%2001%202012%2037-50.pdf
https://repo.uum.edu.my/id/eprint/30957/
http://pphmj.com/journals/fjms.htm
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Institution: Universiti Utara Malaysia
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spelling my.uum.repo.309572024-07-04T01:40:12Z https://repo.uum.edu.my/id/eprint/30957/ Type I Error and Power Rates of Ft Statistic with Trimmed Mean Md Yusof, Zahayu Abdullah, Suhaida Syed Yahaya, Sharipah Soaad Othman, Abdul Rahman QA Mathematics Achieving nominal type I error rates and having high power values simultaneously will produce good test statistics. In order to identify a good test statistic which is able to satisfy both aforementioned criteria, a study is done on Ft statistic with trimming strategies using robust scale estimators, namely, MADn, Tn and LMSn. To test for the robustness of the procedures towards the violation of the assumptions, several variables are manipulated. The variables are types of distributions, heterogeneity of variances, sample sizes, nature of pairings of group sample sizes and group variances, and number of groups. This study is based on simulated data with each procedure simulated 5000 times. When testing for the hypothesis of the equality of central tendency measures, approximation method is used on Ft statistic. Type I error and power rates on J = 4 groups are then compared. Normal and skewed data from g- and h-distributions are considered in this study. Generally, all trimming strategies produce good type I error rates with high power values concurrently Pushpa Publishing House 2012 Article PeerReviewed application/pdf en cc4_by https://repo.uum.edu.my/id/eprint/30957/1/FEJMS%2069%2001%202012%2037-50.pdf Md Yusof, Zahayu and Abdullah, Suhaida and Syed Yahaya, Sharipah Soaad and Othman, Abdul Rahman (2012) Type I Error and Power Rates of Ft Statistic with Trimmed Mean. Far East Journal of Mathematical Sciences (FJMS), 69 (1). pp. 37-50. ISSN 0972-0871 http://pphmj.com/journals/fjms.htm
institution Universiti Utara Malaysia
building UUM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Utara Malaysia
content_source UUM Institutional Repository
url_provider http://repo.uum.edu.my/
language English
topic QA Mathematics
spellingShingle QA Mathematics
Md Yusof, Zahayu
Abdullah, Suhaida
Syed Yahaya, Sharipah Soaad
Othman, Abdul Rahman
Type I Error and Power Rates of Ft Statistic with Trimmed Mean
description Achieving nominal type I error rates and having high power values simultaneously will produce good test statistics. In order to identify a good test statistic which is able to satisfy both aforementioned criteria, a study is done on Ft statistic with trimming strategies using robust scale estimators, namely, MADn, Tn and LMSn. To test for the robustness of the procedures towards the violation of the assumptions, several variables are manipulated. The variables are types of distributions, heterogeneity of variances, sample sizes, nature of pairings of group sample sizes and group variances, and number of groups. This study is based on simulated data with each procedure simulated 5000 times. When testing for the hypothesis of the equality of central tendency measures, approximation method is used on Ft statistic. Type I error and power rates on J = 4 groups are then compared. Normal and skewed data from g- and h-distributions are considered in this study. Generally, all trimming strategies produce good type I error rates with high power values concurrently
format Article
author Md Yusof, Zahayu
Abdullah, Suhaida
Syed Yahaya, Sharipah Soaad
Othman, Abdul Rahman
author_facet Md Yusof, Zahayu
Abdullah, Suhaida
Syed Yahaya, Sharipah Soaad
Othman, Abdul Rahman
author_sort Md Yusof, Zahayu
title Type I Error and Power Rates of Ft Statistic with Trimmed Mean
title_short Type I Error and Power Rates of Ft Statistic with Trimmed Mean
title_full Type I Error and Power Rates of Ft Statistic with Trimmed Mean
title_fullStr Type I Error and Power Rates of Ft Statistic with Trimmed Mean
title_full_unstemmed Type I Error and Power Rates of Ft Statistic with Trimmed Mean
title_sort type i error and power rates of ft statistic with trimmed mean
publisher Pushpa Publishing House
publishDate 2012
url https://repo.uum.edu.my/id/eprint/30957/1/FEJMS%2069%2001%202012%2037-50.pdf
https://repo.uum.edu.my/id/eprint/30957/
http://pphmj.com/journals/fjms.htm
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