[R-sig-eco] ANOVA Output
ONKELINX, Thierry
Thierry.ONKELINX at inbo.be
Thu Nov 13 10:08:46 CET 2008
Dear Katrina,
The F-value are different because you test different hypotheses since
anova yields Type I SS. It looks like you expect Type III SS.
HTH,
Thierry
------------------------------------------------------------------------
----
ir. Thierry Onkelinx
Instituut voor natuur- en bosonderzoek / Research Institute for Nature
and Forest
Cel biometrie, methodologie en kwaliteitszorg / Section biometrics,
methodology and quality assurance
Gaverstraat 4
9500 Geraardsbergen
Belgium
tel. + 32 54/436 185
Thierry.Onkelinx at inbo.be
www.inbo.be
To call in the statistician after the experiment is done may be no more
than asking him to perform a post-mortem examination: he may be able to
say what the experiment died of.
~ Sir Ronald Aylmer Fisher
The plural of anecdote is not data.
~ Roger Brinner
The combination of some data and an aching desire for an answer does not
ensure that a reasonable answer can be extracted from a given body of
data.
~ John Tukey
-----Oorspronkelijk bericht-----
Van: r-sig-ecology-bounces at r-project.org
[mailto:r-sig-ecology-bounces at r-project.org] Namens Katrina W. Chu
Verzonden: woensdag 12 november 2008 22:27
Aan: r-sig-ecology at r-project.org
Onderwerp: [R-sig-eco] ANOVA Output
I have a question about my R-output when I run a three-way ANOVA. I
just plugged in the
interaction term into the formula and presto! ANOVA! But I noticed
that if I change
the order of the formula (or interaction term), I get slightly different
ANOVA outputs.
I've pasted the output at the bottom of this message. I didn't think
that this should
happen, so I would appreciate if anyone had any feedback on this
problem.
Thanks in advance, Kat.
> ANOVA <- aov(Chlorophyll.a~Treatment*SamplingPeriod*Site)
> summary(ANOVA)
Df Sum Sq Mean Sq F value Pr(>F)
Treatment 3 356.5 118.8 4.2878 0.005276 **
SamplingPeriod 3 374.7 124.9 4.5069 0.003911 **
Site 1 1016.5 1016.5 36.6791 2.629e-09 ***
Treatment:SamplingPeriod 9 467.6 52.0 1.8747 0.053284 .
Treatment:Site 3 167.8 55.9 2.0176 0.110424
SamplingPeriod:Site 3 1670.2 556.7 20.0884 2.383e-12 ***
Treatment:SamplingPeriod:Site 9 277.2 30.8 1.1115 0.352455
Residuals 534 14799.5 27.7
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
> ANOVA <- aov(Chlorophyll.a~SamplingPeriod*Treatment*Site)
> summary(ANOVA)
Df Sum Sq Mean Sq F value Pr(>F)
SamplingPeriod 3 369.5 123.2 4.4437 0.004264 **
Treatment 3 361.8 120.6 4.3510 0.004840 **
Site 1 1016.5 1016.5 36.6791 2.629e-09 ***
SamplingPeriod:Treatment 9 467.6 52.0 1.8747 0.053284 .
SamplingPeriod:Site 3 1662.0 554.0 19.9894 2.718e-12 ***
Treatment:Site 3 176.0 58.7 2.1166 0.097111 .
SamplingPeriod:Treatment:Site 9 277.2 30.8 1.1115 0.352455
Residuals 534 14799.5 27.7
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
> ANOVA <- aov(Chlorophyll.a~Site*SamplingPeriod*Treatment)
> summary(ANOVA)
Df Sum Sq Mean Sq F value Pr(>F)
Site 1 1008.9 1008.9 36.4050 2.998e-09 ***
SamplingPeriod 3 374.1 124.7 4.4990 0.003953 **
Treatment 3 364.8 121.6 4.3871 0.004607 **
Site:SamplingPeriod 3 1654.8 551.6 19.9026 3.050e-12 ***
Site:Treatment 3 172.6 57.5 2.0761 0.102364
SamplingPeriod:Treatment 9 478.2 53.1 1.9172 0.047282 *
Site:SamplingPeriod:Treatment 9 277.2 30.8 1.1115 0.352455
Residuals 534 14799.5 27.7
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
--
Katrina W. Chu, H.B.Sc.
M.Sc. Candidate
Canadian Rivers Institute
University of New Brunswick
10 Bailey Drive
Fredericton, NB, E3B 6E1
E-mail: katrina.chu at unb.ca
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