[R] Within Subject ANOVA question
Peter Dalgaard
p.dalgaard at biostat.ku.dk
Tue Jun 2 08:43:19 CEST 2009
tsunhin wong wrote:
> Dear R users,
>
> I have copied for following table from an article on "Using confidence
> intervals in within-subject designs":
>
> Subject 1sec 2sec 5sec
> 1 10 13 13 12.00
> 2 6 8 8 7.33
> 3 11 14 14 13.00
> 4 22 23 25 23.33
> 5 16 18 20 18.00
> 6 15 17 17 16.33
> 7 1 1 4 2.00
> 8 12 15 17 14.67
> 9 9 12 12 11.00
> 10 8 9 12 9.67
>
> I rearranged the data this way:
>> subject<-factor(c(1,2,3,4,5,6,7,8,9,10,1,2,3,4,5,6,7,8,9,10,1,2,3,4,5,6,7,8,9,10))
>> condition<-factor(c(1,1,1,1,1,1,1,1,1,1,2,2,2,2,2,2,2,2,2,2,5,5,5,5,5,5,5,5,5,5))
>> recall<-factor(c(10,6,11,22,16,15,1,12,9,8,13,8,14,23,18,17,1,15,12,9,13,8,14,25,20,17,4,17,12,12))
>> example<-cbind(subject,condition,recall)
>
> Using ANOVA (aov), I should have DF for condition = 2, DF of subjects
> = 9, Interaction DF = 18
> And a term for mean square of interaction. (0.61)
Your data are not factors when you get to use them, hence the 1DF. It is
the cbind() that is doing you in. Try
example <- data.frame(subject,condition,recall)
However, "recall" should _not_ be a factor.
-p
> But, I have something like below instead:
>> aov.recall <- aov(recall~condition + Error(subject/condition),data=as.data.frame(example))
>> summary(aov.recall)
>
> Error: subject
> Df Sum Sq Mean Sq F value Pr(>F)
> Residuals 1 12.898 12.898
>
> Error: subject:condition
> Df Sum Sq Mean Sq
> condition 1 34.505 34.505
>
> Error: Within
> Df Sum Sq Mean Sq F value Pr(>F)
> condition 1 3.22 3.22 0.1378 0.7135
> Residuals 26 607.54 23.37
>
> The within-subject (repeated measure) anova of R seems to be a bit
> subtle for me, please point out the errors that I have made if you
> can.
> Thank you very much!
>
> - John
>
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--
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c/ /'_ --- Dept. of Biostatistics PO Box 2099, 1014 Cph. K
(*) \(*) -- University of Copenhagen Denmark Ph: (+45) 35327918
~~~~~~~~~~ - (p.dalgaard at biostat.ku.dk) FAX: (+45) 35327907
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