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A sample of 20 automobiles was taken and the miles per gallon (MPG), horsepower (HP), and total weight (pounds) were recorded. Develop a linear regression
A sample of 20 automobiles was taken and the miles per gallon (MPG), horsepower (HP), and total weight (pounds) were recorded.
- Develop a linear regression model to predict MPG using horsepower as the only independent variable. Is your model a good predicting equation? How do you know? Predict MPG using the model with HP = 100.
- Develop a linear regression model to predict MPG using weight as the only independent variable. Is your model a good predicting equation? How do you know? Predict MPG using the model with weight = 3,000 ponds.
- Develop a multiple regression model to predict MPG using horsepower and weight as independent variables. Is your model a good predicting equation? How do you know?
- Predict MPG using the model with HP = 100 and weight = 3,000 pounds.
MPG | Horsepower | Weight |
44 | 67 | 1844 |
44 | 50 | 1998 |
40 | 62 | 1752 |
37 | 69 | 1980 |
37 | 66 | 1797 |
34 | 63 | 2199 |
35 | 90 | 2404 |
32 | 99 | 2611 |
30 | 63 | 3236 |
28 | 91 | 2606 |
26 | 94 | 2580 |
26 | 88 | 2507 |
25 | 124 | 2922 |
22 | 97 | 2434 |
20 | 114 | 3248 |
21 | 102 | 2812 |
18 | 114 | 3382 |
18 | 142 | 3197 |
16 | 153 | 4380 |
16 | 139 | 4036 |
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