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SCENARIO 18-9 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. SCENARIO 18-9 cont. The various residual plots are as shown below.
SCENARIO 18-9 cont.
SCENARIO 18-9 cont.
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 Scenario 18-9, there is enough evidence to conclude that SUV makes a significant contribution to the regression model in the presence of the other independent variables at a 5% level of significance.
Glucose
A simple sugar that is an important energy source in living organisms, also used as an indicator of blood sugar levels in diabetes management.
Fuel
Any material that can be consumed to produce energy through a chemical or nuclear reaction, such as gasoline, coal, or uranium.
Cells
The basic structural, functional, and biological units of all living organisms, acting as the building blocks of life.
Dietary Trans-Fatty Acids
Unhealthy fats found in some foods that can increase the risk of heart disease.
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