[R] Syntax of Levene's test
John Fox
jfox at mcmaster.ca
Thu Aug 3 02:00:58 CEST 2006
Dear Paul,
Levene's test tests the null hypothesis that the variance are equal, so a
small p-value suggests that they are not. Looking at your output, it seems
odd that you have as many as 96 groups.
John
--------------------------------
John Fox
Department of Sociology
McMaster University
Hamilton, Ontario
Canada L8S 4M4
905-525-9140x23604
http://socserv.mcmaster.ca/jfox
--------------------------------
> -----Original Message-----
> From: r-help-bounces at stat.math.ethz.ch
> [mailto:r-help-bounces at stat.math.ethz.ch] On Behalf Of Paul Smith
> Sent: Wednesday, August 02, 2006 5:02 PM
> To: r-help at stat.math.ethz.ch
> Subject: Re: [R] Syntax of Levene's test
>
> On 8/2/06, John Fox <jfox at mcmaster.ca> wrote:
> > The argument y is the response variable and group is a
> factor defining
> > groups (as ?levene.test says). If you have more than one
> factor, then
> > you can use interaction() to create from them a factor with levels
> > given by the product set of the levels of the individual factors.
> > Here's an example
> >
> > > library(car)
> > > data(Moore)
> > > attach(Moore)
> > > levene.test(conformity, interaction(fcategory, partner.status))
> > Levene's Test for Homogeneity of Variance
> > Df F value Pr(>F)
> > group 5 1.4694 0.2219
> > 39
> > > levels(interaction(fcategory, partner.status))
> > [1] "high.high" "low.high" "medium.high" "high.low"
> "low.low"
> > [6] "medium.low"
> > > levels(fcategory)
> > [1] "high" "low" "medium"
> > > levels(partner.status)
> > [1] "high" "low"
> >
> > I'll add a couple of examples to the help page.
>
> Thanks, John. Now, I understand how to use levene.test. There
> is only a question remaining: is the null hypothesis
> corresponding to homogeneity of variances, i.e., should one
> conclude that
>
> Levene's Test for Homogeneity of Variance
> Df F value Pr(>F)
> group 95 3.5919 < 2.2e-16 ***
> 864
>
> tell us that the hypothesis that the variances are equal is
> (highly) significant?
>
> Paul
>
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