Question

In: Statistics and Probability

mpg cyl disp hp drat wt qsec vs am gear carb Mazda RX4 21 6 160...

mpg cyl disp hp drat wt qsec vs am gear carb
Mazda RX4 21 6 160 110 3.9 2.62 16.46 0 Manual 4 4
Mazda RX4 Wag 21 6 160 110 3.9 2.875 17.02 0 Manual 4 4
Datsun 710 22.8 4 108 93 3.85 2.32 18.61 1 Manual 4 1
Hornet 4 Drive 21.4 6 258 110 3.08 3.215 19.44 1 Automatic 3 1
Hornet Sportabout 18.7 8 360 175 3.15 3.44 17.02 0 Automatic 3 2
Valiant 18.1 6 225 105 2.76 3.46 20.22 1 Automatic 3 1
Duster 360 14.3 8 360 245 3.21 3.57 15.84 0 Automatic 3 4
Merc 240D 24.4 4 146.7 62 3.69 3.19 20 1 Automatic 4 2
Merc 230 22.8 4 140.8 95 3.92 3.15 22.9 1 Automatic 4 2
Merc 280 19.2 6 167.6 123 3.92 3.44 18.3 1 Automatic 4 4
Merc 280C 17.8 6 167.6 123 3.92 3.44 18.9 1 Automatic 4 4
Merc 450SE 16.4 8 275.8 180 3.07 4.07 17.4 0 Automatic 3 3
Merc 450SL 17.3 8 275.8 180 3.07 3.73 17.6 0 Automatic 3 3
Merc 450SLC 15.2 8 275.8 180 3.07 3.78 18 0 Automatic 3 3
Cadillac Fleetwood 10.4 8 472 205 2.93 5.25 17.98 0 Automatic 3 4
Lincoln Continental 10.4 8 460 215 3 5.424 17.82 0 Automatic 3 4
Chrysler Imperial 14.7 8 440 230 3.23 5.345 17.42 0 Automatic 3 4
Fiat 128 32.4 4 78.7 66 4.08 2.2 19.47 1 Manual 4 1
Honda Civic 30.4 4 75.7 52 4.93 1.615 18.52 1 Manual 4 2
Toyota Corolla 33.9 4 71.1 65 4.22 1.835 19.9 1 Manual 4 1
Toyota Corona 21.5 4 120.1 97 3.7 2.465 20.01 1 Automatic 3 1
Dodge Challenger 15.5 8 318 150 2.76 3.52 16.87 0 Automatic 3 2
AMC Javelin 15.2 8 304 150 3.15 3.435 17.3 0 Automatic 3 2
Camaro Z28 13.3 8 350 245 3.73 3.84 15.41 0 Automatic 3 4
Pontiac Firebird 19.2 8 400 175 3.08 3.845 17.05 0 Automatic 3 2
Fiat X1-9 27.3 4 79 66 4.08 1.935 18.9 1 Manual 4 1
Porsche 914-2 26 4 120.3 91 4.43 2.14 16.7 0 Manual 5 2
Lotus Europa 30.4 4 95.1 113 3.77 1.513 16.9 1 Manual 5 2
Ford Pantera L 15.8 8 351 264 4.22 3.17 14.5 0 Manual 5 4
Ferrari Dino 19.7 6 145 175 3.62 2.77 15.5 0 Manual 5 6
Maserati Bora 15 8 301 335 3.54 3.57 14.6 0 Manual 5 8
Volvo 142E 21.4 4 121 109 4.11 2.78 18.6 1 Manual 4 2

Using the Motor Trend Cars Data Set, you would like to determine if there is a relationship between MPG (miles per gallon) and specific variables included in the data set.

  1. Fit a multiple regression model using MPG as the dependent variable and DISP, HP, and WT as the independent variables.  
  2. Is the overall regression model significant?  Test at the α = 0.05 level of significance. State the null hypothesis, the alternative hypothesis =, the test statistic calculated and critical values and your test conclusion.  
  3. Are all of the individual independent variables significant?  (Use a level of significance of 0.05 to conduct your tests).  State the null and alternative hypotheses, the test statistic critical and calculated values and the conclusion for each independent variable.  
  4. Based on the results from parts b and c would you suspect that multicollinearity might be a problem in this case?  Support your answer by computing the variance inflation factors for each of the explanatory (independent) variables in your model.

Solutions

Expert Solution

I HAVE COMPLETE THIS PROBLEM WITH THE HELP OF SPSS


Related Solutions

mpg cyl disp hp drat wt qsec vs am gear carb Mazda RX4 21 6 160...
mpg cyl disp hp drat wt qsec vs am gear carb Mazda RX4 21 6 160 110 3.9 2.62 16.46 0 Manual 4 4 Mazda RX4 Wag 21 6 160 110 3.9 2.875 17.02 0 Manual 4 4 Datsun 710 22.8 4 108 93 3.85 2.32 18.61 1 Manual 4 1 Hornet 4 Drive 21.4 6 258 110 3.08 3.215 19.44 1 Automatic 3 1 Hornet Sportabout 18.7 8 360 175 3.15 3.44 17.02 0 Automatic 3 2 Valiant 18.1...
Fit a multiple regression model using MPG as the dependent variable and DISP, HP, and WT...
Fit a multiple regression model using MPG as the dependent variable and DISP, HP, and WT as the independent variables. Is the overall regression model significant? Test at the α = 0.05 level of significance. State the null hypothesis, the alternative hypothesis =, the test statistic calculated and critical values and your test conclusion. mpg disp hp wt 21 160 110 2.62 21 160 110 2.875 22.8 108 93 2.32 21.4 258 110 3.215 18.7 360 175 3.44 18.1 225...
ADVERTISEMENT
ADVERTISEMENT
ADVERTISEMENT