y x1 x2 x3
x4
64 74 22 24
17
43 63 29 15
30
51 78 20 9 25
49 52 17 38
29
39 45 12 19 37
Consider the set of dependent and independent variables given below. Perform a best subsets regression and choose the most appropriate model for these data.
Find the most appropriate model for the data. Note that the coefficient is 0 for any variable that is not included in the model.
y= _____+ ________x1+______x2+________-x3+______x4
42 47 17 17
30
23 35 8 5 33
37 17 15 40
39
30 15 10 27
44
27 20 10 30
41
20 17 7 33 49
Solution:
Here using the given data we solve this problem by using the minitab statistical software as below
therefore resluting regression equation is
Regression Equation
y = 39.4 + 0.282 x1 + 0.164 x2 + 0.481 x3 - 0.776
x4
Here the no value of coefficient is equal to the zero (0) hence resulting regression equation is
Regression Equation
y = 39.4 + 0.282 x1 + 0.164 x2 + 0.481 x3 - 0.776 x4
Path for minitab
Enter data in minitab > stat > regression > regression > fit regression > response variable (y ) > predictor (x1,x2,x3,x4)
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