A psychologist noted that people have more difficulty sleeping in a bright room than in a dark room. She measured whether the intensity of the light could predict the time it took a sample of 4 participants to fall asleep. The data for this hypothetical study are listed in the following table.
LEFT:Watts (x) RIGHT: Minutes (y)
5 | 8 |
10 | 17 |
20 | 30 |
40 | 33 |
Compute an analysis of regression for this hypothetical study. (Round your answers to two decimal places.)
Source of Variation |
SS | df | MS | Fobt |
---|---|---|---|---|
Regression | ||||
Residual (error) | ||||
Total |
(Answer the blank table slots).
X | Y | XY | X² | Y² |
5 | 8 | 40 | 25 | 64 |
10 | 17 | 170 | 100 | 289 |
20 | 30 | 600 | 400 | 900 |
40 | 33 | 1320 | 1600 | 1089 |
Ʃx = | Ʃy = | Ʃxy = | Ʃx² = | Ʃy² = |
75 | 88 | 2130 | 2125 | 2342 |
Sample size, n = | 4 |
x̅ = Ʃx/n = | 18.75 |
y̅ = Ʃy/n = | 22 |
SSxx = Ʃx² - (Ʃx)²/n = | 718.75 |
SSyy = Ʃy² - (Ʃy)²/n = | 406 |
SSxy = Ʃxy - (Ʃx)(Ʃy)/n = | 480 |
SSR = SSxy²/SSxx = 480²/718.75 = 320.56
SSE = SSyy - SSxy²/SSxx = 406 - 480²/718.75 = 85.44
SST = SSyy = 406
dfr = 1, dfe = 4-2 = 2
MSR = 320.56/1 = 320.56
MSE = SSR/dfe = 85.44/2 = 42.72
F = MSR/MSE = 320.56/42.72 = 7.50
SS | df | MS | F | |
Regression | 320.56 | 1 | 320.56 | 7.50 |
Residual | 85.44 | 2 | 42.72 | |
Total | 406 | 3 |
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