In: Statistics and Probability
12.26 Constructing an ANOVA table Refer to Exercise 12.5 (page 655). Using the table of group means and standard deviations, construct an ANOVA table similar to that on page 662. Based on the F statistic and degrees of freedom, compute the P-value. What do you conclude?
This is the question that is referred to...
Joystick types. Example 12.1 (page 645) describes a study designed to compare different joystick types on the time it takes to complete a navigation mission. In Exercise 12.3 (page 653), you described the ANOVA model for this study. The three joystick types are designated 1, 2, and 3. The following table summarizes the time (seconds) data.
Joystick | x̅ | s | n |
---|---|---|---|
1 | 279 | 78 | 20 |
2 | 245 | 68 | 20 |
3 | 258 | 80 | 20 |
Here we will perform an ANOVA analysis first with these 3 differet type of Joysticks catalyst.
Here hypothesis are
H0: All Joysticks are having same mean time it takes to complete a navigation mission
Ha : Alt least one Joystick is having different meantime it takes to complete a navigation mission
Now we will find mean and variance of the given Catalysts
Joystick | x̅ | s | n |
---|---|---|---|
1 | 279 | 78 | 20 |
2 | 245 | 68 | 20 |
3 | 258 | 80 | 20 |
Here Degree of freedom Between groups = 3-1 = 2
Degree of freedom within groups = (20-1) + (20-1) + (20-1) = 57
First we will calculate Grand mean xGM = [20 * 279 + 20 * 245 + 20 * 258] / 60= 260.6667
SS(Between Groups) =
= 20 * (279 - 260.6667)2 + 20 * (245 - 260.6667)2 + 20 * (258 - 260.6667)2
= 11773.33
SS(Within Groups) =
SS(W) = (20-1) * 782 + (20-1) * 682 + (20-1) * 802 = 325052
Now MSB = SSB/dF =11773.33/2 = 5886.67
MSW = SSW/dF = 325052/57 = 5702.67
Here F = 5886.67/5702.67 = 1.0323
Pr(F > 1.0323) = FDIST(1.0323; 2; 57) = 0.3628
Fcritical= F0.05,2,57 = 3.1588
ANOVA | ||||||
Source of Variation | SS | df | MS | F | P-value | F crit |
Between Groups | 11773.3 | 2 | 5886.67 | 1.03226531 | 0.3628 | 3.1588 |
Within Groups | 325052 | 57 | 5702.67 | |||
Total | 120.238 | 59 |