Question
Following data are recorded to investigate the relationship between 3 inputs X 1 , X 2 and X 3 and the output Y X1 X2
Following data are recorded to investigate the relationship between 3 inputs X 1 , X 2 and X 3 and the output Y
X1 | X2 | X3 | Y |
3 | 2 | 1 | 4.635801337 |
3 | 2 | 1.5 | 8.43023389 |
4 | 6 | 2 | 7.537262868 |
2 | 2 | 3 | 20.74872142 |
1 | 2 | 4 | 16.7683904 |
5 | 1.5 | 2 | 37.59973946 |
3 | 1.5 | 2.5 | 31.74031713 |
4 | 3 | 1 | 3.899022628 |
1.5 | 2 | 2 | 7.359166777 |
3 | 2 | 2.5 | 23.70273779 |
1 | 3 | 1 | 1.050679772 |
2 | 2 | 4 | 37.30251696 |
a) Using the data analysis package in excel to find the regression relationship among X 1 , X 2 , X 3 , and Y
b) Once finishing analysis data in step a, one inspector suspected that the relationship among these factors is not linear. As a result of that, the inspector decided to transform the data. The inspector suspect that the relationship of these factors is under the form
y= β 0 X 1 β 1 X 2 β 2 X 3 β 3
To make data transform, firstly, 2 sides of the equation are transformed into natural logarithm then the regression is conducted.
Using the data analysis package in excel to find the regression relationship.
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