Question

A psychologist noted that people have more difficulty sleeping in a bright room than in a...

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).

Homework Answers

Answer #1
X Y XY
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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