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The impact of distributional shape on the power of randomization tests for two independent groups: a simulation study using small balanced samples

dc.contributor.authorBranco, Fernando
dc.contributor.authorOliveira, Teresa
dc.contributor.authorOliveira, Amilcar
dc.date.accessioned2011-01-14T16:14:49Z
dc.date.available2011-01-14T16:14:49Z
dc.date.issued2010
dc.description.abstractThe importance of randomization tests is very well known in experimental research, particularly in biometry. The aim of the resent research is to evaluate the impact of distributional shape on the power of the randomization test for difference between the means of two independent groups (with n1=n2=16). To manipulate shape in terms of asymmetry and kurtosis, we used g-and-h distributions. We evaluated the power of the randomization test, and also the power of the Student-t test, as a comparison standard, with data simulated from 12 g-and-h distributions for seven values of effect size. For each condition, we generated 20000 samples, and for each one the power of randomization tests was estimated using 1000 permutations. We set the value of Type I error probability at 0.05. The results show gains in power for both tests with increasing skewness and/or kurtosis, with a slight advantage for the randomization tests over the Student-t test.por
dc.identifier.citationBranco, Fernando; Oliveira, Teresa Azinheira; Oliveira, Amílcar - The impact of distributional shape on the power of randomization tests for two independent groups: a simulation study using small balanced samples. "Biometrical Letters". ISSN 1896-3811. Vol. 47, No. 2 (2010), p. 107-118por
dc.identifier.issn1896-3811
dc.identifier.urihttp://hdl.handle.net/10400.2/1710
dc.language.isoengpor
dc.peerreviewedyespor
dc.publisherPolish Biometric Societypor
dc.relation.publisherversionhttp://www.up.poznan.pl/biometrical.letters/index.php?p=fulltxt&a=2010.47.2.2por
dc.subjectRandomization tests, statistical power, g-and-h distributionspor
dc.titleThe impact of distributional shape on the power of randomization tests for two independent groups: a simulation study using small balanced samplespor
dc.typejournal article
dspace.entity.typePublication
oaire.citation.conferencePlacePoznan - Polóniapor
oaire.citation.endPage118por
oaire.citation.startPage107por
oaire.citation.titleBiometrical Letterspor
person.familyNameOliveira
person.familyNameOliveira
person.givenNameTeresa Azinheira
person.givenNameAmilcar
person.identifier1155497
person.identifier.ciencia-id8814-A54B-12DE
person.identifier.ciencia-id7110-61B4-B87F
person.identifier.orcid0000-0003-3283-9946
person.identifier.orcid0000-0001-5500-7742
person.identifier.ridJ-3077-2019
person.identifier.scopus-author-id54403540300
person.identifier.scopus-author-id55675222550
rcaap.rightsopenAccesspor
rcaap.typearticlepor
relation.isAuthorOfPublication82b3cd70-88cc-4d31-b4b0-4705f8496c67
relation.isAuthorOfPublication1c873476-22fd-4331-8286-ff5576ac3b0c
relation.isAuthorOfPublication.latestForDiscovery82b3cd70-88cc-4d31-b4b0-4705f8496c67

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