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TABLE 17-9
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. 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 Xj 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 17-9,what is the correct interpretation for the estimated coefficient for MPG?
Acronym
A word formed from the initial letters of other words (e.g., NASA stands for National Aeronautics and Space Administration).
Improved Nutrition
An enhancement in dietary habits leading to better health outcomes, often involving increased intake of essential nutrients and reduced consumption of unhealthy foods.
Peer Pressure
The influence exerted by a peer group in encouraging a person to change their attitudes, values, or behaviors to conform to group norms.
Legal Blood Alcohol Limit
The maximum concentration of alcohol allowed in an individual's bloodstream while operating a vehicle, as prescribed by law.
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