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Testing on performance using robust methods

This monograph presents the work on robust procedures when researchers faced with data that appear to violate the assumption of normality and the data with unbalanced design.A simulation method was conducted by the authors to compare the robustness (Type I error) of the method with respect to its co...

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Main Authors:	Md Yusof, Zahayu, Syed Yahaya, Sharipah Soaad, Abdullah, Suhaida
格式:	图书
出版:	Universiti Utara Malaysia Press 2014
主题:	QA76 Computer software
在线阅读:	http://repo.uum.edu.my/12718/ http://uumpress.com.my
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id	my.uum.repo.12718
record_format	eprints
spelling	my.uum.repo.127182016-12-04T08:15:08Z http://repo.uum.edu.my/12718/ Testing on performance using robust methods Md Yusof, Zahayu Syed Yahaya, Sharipah Soaad Abdullah, Suhaida QA76 Computer software This monograph presents the work on robust procedures when researchers faced with data that appear to violate the assumption of normality and the data with unbalanced design.A simulation method was conducted by the authors to compare the robustness (Type I error) of the method with respect to its counterpart from the parametric and non-parametric aspects namely ANOVA, t-test, Kruskal-Wallis and Mann-Whitney respectively. The performance of the methods was further demonstrated on real education data.This monograph illustrates new alternative procedures to researchers (in various fields, especially the experimental sciences) which will not be constrained with all the assumptions such as normality and homogeneity of variances.They can instead work with the original data without having to worry about the shape of the distributions. Universiti Utara Malaysia Press 2014 Book PeerReviewed Md Yusof, Zahayu and Syed Yahaya, Sharipah Soaad and Abdullah, Suhaida (2014) Testing on performance using robust methods. Monograph Series statistics . Universiti Utara Malaysia Press, Sintok. ISBN 978-967-0474-71-7 http://uumpress.com.my
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/
topic	QA76 Computer software
spellingShingle	QA76 Computer software Md Yusof, Zahayu Syed Yahaya, Sharipah Soaad Abdullah, Suhaida Testing on performance using robust methods
description	This monograph presents the work on robust procedures when researchers faced with data that appear to violate the assumption of normality and the data with unbalanced design.A simulation method was conducted by the authors to compare the robustness (Type I error) of the method with respect to its counterpart from the parametric and non-parametric aspects namely ANOVA, t-test, Kruskal-Wallis and Mann-Whitney respectively. The performance of the methods was further demonstrated on real education data.This monograph illustrates new alternative procedures to researchers (in various fields, especially the experimental sciences) which will not be constrained with all the assumptions such as normality and homogeneity of variances.They can instead work with the original data without having to worry about the shape of the distributions.
format	Book
author	Md Yusof, Zahayu Syed Yahaya, Sharipah Soaad Abdullah, Suhaida
author_facet	Md Yusof, Zahayu Syed Yahaya, Sharipah Soaad Abdullah, Suhaida
author_sort	Md Yusof, Zahayu
title	Testing on performance using robust methods
title_short	Testing on performance using robust methods
title_full	Testing on performance using robust methods
title_fullStr	Testing on performance using robust methods
title_full_unstemmed	Testing on performance using robust methods
title_sort	testing on performance using robust methods
publisher	Universiti Utara Malaysia Press
publishDate	2014
url	http://repo.uum.edu.my/12718/ http://uumpress.com.my
_version_	1644280982001418240
score	13.145126

Testing on performance using robust methods

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