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TABLE 15-5
What are the factors that determine the acceleration time (in sec.) from 0 to 60 miles per hour of a car? Data on the following variables for 171 different vehicle models were collected:
Accel Time: Acceleration time in sec.
Cargo Vol: Cargo volume in cu. ft.
HP: Horsepower
MPG: Miles per gallon
SUV: 1 if the vehicle model is an SUV with Coupe as the base when SUV and Sedan are both 0
Sedan: 1 if the vehicle model is a sedan with Coupe as the base when SUV and Sedan are both 0
The regression results using acceleration time as the dependent variable and the remaining variables as the independent variables are presented below.
ANOVA
The various residual plots are as shown below.
The coefficient of partial determination (
) of each of the 5 predictors are, respectively, 0.0380, 0.4376, 0.0248, 0.0188, and 0.0312.
The coefficient of multiple determination for the regression model using each of the 5 variables as the dependent variable and all other X variables as independent variables ( ) are, respectively, 0.7461, 0.5676, 0.6764, 0.8582, 0.6632.
-Referring to Table 15-5, what are, respectively, the values of the variance inflationary factor of the 5 predictors?
Great Plains
A vast high plateau of semi-arid grassland that extends across the central United States, known for its role in agriculture and as the homeland of many Native American tribes.
African American
A term referring to Americans of African descent, with a history and culture shaped by the legacy of slavery, segregation, and the civil rights movement.
Mexican
Pertaining to Mexico, a country in North America known for its diverse culture, history, and significant contributions to world cuisine, art, and literature.
Nez Perce
A Native American tribe originally located in the Pacific Northwest of the United States, known for their resistance to the U.S. government in the late 19th century.
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