The accompanying table, MultiLinear Regression 5, provides data for tar, nicotine, and carbon monoxide (CO) contents in a certain brand of cigarette. All measurements are in milligrams (mg). Part a) Run the Multilinear Regression Analysis in Excel with both predictor variables. What is the adjusted R2 value to the nearest hundredth of a percent (i.e. 45.67%)? Adjusted R2 =
Nicotine (Y) | Tar (X1) | CO (X2) |
0.4 | 5 | 3 |
0.9 | 9 | 11 |
0.7 | 12 | 18 |
0.8 | 13 | 18 |
1 | 16 | 18 |
0.6 | 6 | 6 |
0.9 | 15 | 18 |
1.1 | 15 | 15 |
0.8 | 13 | 18 |
1.2 | 17 | 16 |
Applying multiple regression in excel:
Regression Statistics | ||||||||
Multiple R | 0.9061 | |||||||
R Square | 0.8211 | |||||||
Adjusted R Square | 0.7699 | |||||||
Standard Error | 0.1135 | |||||||
Observations | 10 | |||||||
ANOVA | ||||||||
df | SS | MS | F | Significance F | ||||
Regression | 2 | 0.4138 | 0.2069 | 16.0603 | 0.0024 | |||
Residual | 7 | 0.0902 | 0.0129 | |||||
Total | 9 | 0.5040 | ||||||
Coefficients | Standard Error | t Stat | P-value | Lower 95% | Upper 95% | Lower 95.0% | Upper 95.0% | |
Intercept | 0.2372 | 0.1161 | 2.0438 | 0.0803 | -0.0372 | 0.5117 | -0.0372 | 0.5117 |
Tar (X1) | 0.0773 | 0.0192 | 4.0267 | 0.0050 | 0.0319 | 0.1227 | 0.0319 | 0.1227 |
CO (X2) | -0.0236 | 0.0143 | -1.6487 | 0.1432 | -0.0574 | 0.0102 | -0.0574 | 0.0102 |
adjusted R2 value =76.99%
Get Answers For Free
Most questions answered within 1 hours.