Anova Guide
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Transcript of Anova Guide
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8/12/2019 Anova Guide
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Review Sheet
Analysis of Variance (ANOVA)
ANOVA Steps and Notation
Given the following hypothetical data from an experiment examining learning performance under three
temperature conditions
Temperature Conditions! " #$% 70 90
0 4 1 &'"!%1 3 2 G = 30
3 6 2 N = 15
1 3 0 k = 3
0 4 0
*! $ *" "% *# $
SS! SS" SS# +
n! $ n" $ n# $,,,
'! !,,,
'" +,,,
'# !
*he letter - identifies the num.er of treatment conditions (the num.er of levels of the factor)
*he num.er of scores in each treatment is identified .y a lowercase letter n
*he total num.er of scores in the entire study is specified .y a capital letter N*he total (&') for each treatment condition is identified .y the capital letter *
*he sum of all the scores in the research study (the grand total) is identified .y G/ 0ou can compute G .y
adding up all of the N scores or .y adding up the treatment totals G &*
*he final calculation for ANOVA is the 12ratio which is composed of two variances
1 variance .etween treatmentsvariance within treatments
sample variance s" SSdf
Recall that
SS &'"3 (&')"
N
Total Sum of Squares, SStotal
SStotal &'"3 G"
N
4n our example5 we have
SStotal !% 3 #%"
!$ +
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Within-Treatments Sum of Squares, SSwithin
SSwithin &SSinside each treatmentSSwithin 6 6 +
!
Between-Treatments Sum of Squares, SSbetween
SS.etween &(*"7n) 3 G"7N
SS.etween $"7$ 6 "%"7$ 6 $"7$ 2 #%"7!$
$ 6 8% 6 $ 3 %
9% 3 %
#%
*o verify our analysis5 chec- to see that the two components add up to the total/
SStotal SS.etween6 SSwithin
+ #% 6 !
Total Derees of !reedom, dftotal
dftotal N 3 !dftotal !$ 3 ! !+
Within-Treatments Derees of !reedom, dfwithin
dfwithin &(n 3 !) &dfin each treatment
dfwithin N 3 -
dfwithin !$ 3 # !"
Between-Treatments Derees of !reedom, dfbetween
df.etween - 3 !
df.etween # 3 ! "
*he two parts we o.tained from this analysis of degrees of freedom add up to e:ual the total degrees of freedom
dftotal dfwithin6 df.etween!+ !" 6 "
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;S (variance) s" SS
df
;S.etween s.etween" SS.etween #%7" !$
df.etween
;Swithin swithin" SSwithin !7!" !/##
dfwithin
1 ;S.etween;Swithin
1 !$7!/## !!/"8
*hen it is useful to organiithin treatments ! !" !/##*otal + !+
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?ypothesis testing with ANOVA
Given the data
@lace.o rug A rug = rug B% ! # C N "%
" + # G %
% ! + $ &'" ""
% ! # # # + +
* $ * !% * "% * "$
SS 8 SS 8 SS SS !%
?% D! D" D# D+
?a At least one of the treatment means is different
>e will use E /%$
a/ Analy