[R] question about anova() output
Peter Dalgaard BSA
p.dalgaard at biostat.ku.dk
Sat Oct 27 00:00:24 CEST 2001
Robert Burrows <rbb at nebiometrics.com> writes:
> Hello,
>
> I am getting output from anova() and summary(aov()) that depends on the
> order of the factors in the fitted model object, and this has me baffled. I
> see this dependency with the data.frame below but not with an example (table
> 6.4) from Montgomery's DOE book. This is with R 1.3.0 on Debian GNU-Linux.
>
> Where have I gone wrong?
In assuming that the order should not matter. Anova() gives the
incremental SS, and in an non-orthogonal design the order *does*
matter. You might want to try
drop1(lm(CH50mg~run+sample))
and also
anova(lm(CH50mg~run))
anova(lm(CH50mg~sample))
Also, if you remove one of the first four observations, you will get a
balanced design and the order-dependence should disappear.
> > centerpts
> run sample CH50mg
> 1 day1 dev126 0.56
> 2 day1 dev126 0.70
> 3 day1 dev126 0.82
> 4 day1 dev126 0.72
> 5 day2 dev126 0.57
> 6 day2 dev126 0.60
> 7 day3 dev126 0.61
> 8 day3 dev126 0.64
> 9 day3 dev126 0.68
> 10 day3 dev126 0.68
> 11 day1 dev118 0.77
> 12 day1 dev118 0.80
> 13 day1 dev118 0.86
> 14 day2 dev118 0.71
> 15 day2 dev118 0.70
> 16 day3 dev118 0.77
> 17 day3 dev118 0.77
> 18 day3 dev118 0.77
> 19 day3 dev118 0.80
> 20 day1 rgf108 0.77
> 21 day1 rgf108 0.86
> 22 day1 rgf108 0.82
> 23 day2 rgf108 0.62
> 24 day2 rgf108 0.63
> 25 day3 rgf108 0.66
> 26 day3 rgf108 0.71
> 27 day3 rgf108 0.69
> 28 day3 rgf108 0.69
> >
> >
> > anova(lm(CH50mg~run+sample+run*sample,data=centerpts))
> Analysis of Variance Table
>
> Response: CH50mg
> Df Sum Sq Mean Sq F value Pr(>F)
> run 2 0.064308 0.032154 12.5597 0.0003343
> sample 2 0.068649 0.034324 13.4075 0.0002337
> run:sample 4 0.010444 0.002611 1.0199 0.4221699
> Residuals 19 0.048642 0.002560
> >
> >
> > anova(lm(CH50mg~sample+run+run*sample,data=centerpts))
> Analysis of Variance Table
>
> Response: CH50mg
> Df Sum Sq Mean Sq F value Pr(>F)
> sample 2 0.061927 0.030964 12.0948 0.0004093
> run 2 0.071029 0.035515 13.8725 0.0001931
> sample:run 4 0.010444 0.002611 1.0199 0.4221699
> Residuals 19 0.048642 0.002560
BTW: The interaction operator is ":" ~run*sample expands to
~sample+run+run:sample
--
O__ ---- Peter Dalgaard Blegdamsvej 3
c/ /'_ --- Dept. of Biostatistics 2200 Cph. N
(*) \(*) -- University of Copenhagen Denmark Ph: (+45) 35327918
~~~~~~~~~~ - (p.dalgaard at biostat.ku.dk) FAX: (+45) 35327907
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