In: Statistics and Probability
Given the sums of squares of several models from a hierarchical regression, one where the interaction was entered first, how do select the sums of squares for A and B to calculate a 2-way ANOVA and complete an ANOVA summary and F test?
Refer the sample output of 2 Way Anova given below:
Here, sum of squares are given for the interaction as:
For Sample, SS is 99.73324
Columns. SS is 1150.432
Interaction, SS is 1577.52 and so on...
df is the Degree of Freedom
SS: Sum of Squares
Calculation of F test statistic:
MS = SS/df
So for Sample, MS = 99.73/1 = 99.73
For Column, MS = 1150.432/2 = 575.21 and so on...
In this way all the respective Mean Sum of Squares can be calculated...
F is calculated by dividing all the MS for sample, column and interaction by MS within the groups...
Here, MS (within) is 18.99083
So, F1 = 99.73324/18.99083 = 5.251652
Similarly,
F2 = 575.2161/18.99083 = 30.28914
and, F3 = 788.7629/18.99083 = 41.53387
Finally, from these F values, the P values can be calculated and then further analysis can be done...
If you can provide us with a sample data set, then we can show you the full analysis with calculations so that you can be more clear in this regard.
End of the Solution...