Statistics > Analysis of Variance > Two-Way ANOVA
Statistics > Analysis of Variance > Two-Way ANOVA
Two-way analysis of variance uses two factors to categorize data.
It is used to test whether the factors have an effect and whether
there is an interaction between the two factors.
Suppose we have the row factor A with a levels,
the column factor B with b levels, and each treatment group
of has n independent observations y.
Factor B
1
2
...
b
Factor A
1
y111, y112, ..., y11n
y121, y122, ..., y12n
...
y1b1, y1b2, ..., y1bn
2
y211, y212, ..., y21n
y221, y222, ..., y22n
...
y2b1, y2b2, ..., y2bn
...
...
...
...
...
a
ya11, ya12, ..., ya1n
ya21, ya22, ..., ya2n
...
yab1, yab2, ..., yabn
Then the row sum is , the column sum is ,
and the cell sum is . The total number of
observations (sample size) is abn. The number of observations for each
level of A is bn, and the number of observations for each
level of B is an.
The two-way ANOVA computes the sum of squares (SS), mean of squares (MS),
degrees of freedom (DOF), F scores and p-Value for the two factors and the
interaction
between the two factors. SS, DOF, and MS are also computed for the
within-group error.
Source
DOF
SS
MS
F
p-Value
A
a - 1
SS(A) / DOF(A)
MS(A) / MS (E)
1 - CumulativeProbability(F, DOF(A), DOF(E))
B
b - 1
SS(B) / DOF(B)
MS(B) / MS(E)
1 - CumulativeProbability(F, DOF(B), DOF(E))
AB (interaction)
(a - 1)(b - 1)
SS(AB) / DOF(AB)
MS(AB) / MS(E)
1 - CumulativeProbability(F, DOF(AB), DOF(E))
E (error)
ab(n - 1)
SS(E) / DOF(E)
Total
abn - 1
CM (correction of the mean) is computed as .
To use this utility, you will need to provide all the observations in
one column and their corresponding row factor and column factor labels
in corresponding cells of two separate columns.
Dialog Inputs
Response
In the given drop-down menu, select the column contains the observations.
Row Factor
Select the column containing the row factor labels corresponding to
the observations.
Column Factor
Select the column containing the column factor labels corresponding
to the observations.
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