Consider the following ANOVA table, and do the necessary calculations:
Factor | SS | DF | MS | F-value | p-value |
---|---|---|---|---|---|
A | 20.167 | 1 | 9.8108 | 0.005758 | |
B | 2 | 100.167 | 0.000000 | ||
AxB | 8.167 | 0.037224 | |||
Error | 18 | ||||
Total | 273.833 | 23 |
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1)The Residual Mean Squares is:
Select one:
a. It cannot be calculated
b. 2.056
c. 11.906
d. 128.500
2)
What is the approximate r2 value of this ANOVA?
Select one:
a. It cannot be calculated
b. 86.5%
c. 13.5%
d. 98.4%
3)
Which of the following is true for the ANOVA table below:
Select one:
a. Factor A and Factor B have a high probability of a Type I error
b. The main effects are significant and act independently
c. The relatively high Total SS indicates that there is much unexplained variance in the model
d. Factor A and Factor B may produce a synergistic effect on the response variable
4)the F-value of the Interaction Term is:
Select one:
a. 3.973
b. 4.8
c. 0.037
5)
One factor accounts for most of the treatment effect in the model. What proportion of the model variance does it account for?
Select one:
a. 0.767
b. It cannot be determined
c. 0.178
d. 0.732
d. 48.730
ANOVA | |||||
Source of Variation | SS | df | MS | F | P-value |
Factor A | 20.167 | 1 | 20.167 | 9.8108 | 0.0058 |
Factor B | 100.167*2 = 200.334 | 2 | 100.167 | 48.7194 | 0.0000 |
Interaction | 8.167*2 = 16.334 | 23-18-1-2 = 2 | 8.167 | 3.9723 | 0.0372 |
Error | 36.998 | 18 | 2.056 | ||
Total | 273.833 | 23 |
1)
SSE = SST-SSA-SSB-SSAB = 36.998
Residual Mean Squares = 2.056
Answer b.
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2) r^2 = 1-SSE/SST = 1-36.998/273.833 = 86.5%
Answer b.
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3. Answer: a. Factor A and Factor B have a high probability of a Type I error
---
4) F-value of the Interaction Term:
F = 3.973
Answer a. 3.973
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