Question

In: Statistics and Probability

A highway department is studying the relationship between traffic flow and speed. The following model has...

A highway department is studying the relationship between traffic flow and speed. The following model has been hypothesized.

y=b0+b1X+E

where
y= traffic flow of vehicles per hour
X= vehicle speed in miles per hour

The following data were collected during rush hour for six highways leading out of the city.

Traffic flow(y) vehicle speed(X)
1169 30
1134 40
1162 30
1223 35
1166 25
1285 40

a) the following Regression equation
y=___________+__________x (2 decimals)
b) use a=0.05 significance
s=________________ (4 decimals)
r2= ______________
r2 adj= ________________

Source DF SS MS F P-Value
regression
residual ---------- ---------
total -------------- ----------- ---------

Solutions

Expert Solution

a)

Here, we perform linear regression as :

Regression equation is :

Y = 1066.5 + 3.7 X

b)

Now, to test the significance of linear regression, we use Excel Data Analysis Tool Pack

Output :

Consider Standard error in the above output :

S = 55.9933

Consider R square in the above output :

r2 = 0.1668

Consider Adjusted R square in the above output :

r2 adj = - 0.0416

ANOVA Table :

Source df SS MS F P-value
Regression 1 2509.8333 2509.8333 0.8005 0.4215
Residual 4 12541 3135.2500
Total 5 15050.8333

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