MATLAB: An Introduction with Applications
MATLAB: An Introduction with Applications
6th Edition
ISBN: 9781119256830
Author: Amos Gilat
Publisher: John Wiley & Sons Inc
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The owner of a movie theater company used multiple regression analysis to predict gross revenue
(y) as a function of television advertising (x1) and newspaper advertising (x2).
The estimated regression equation was
ŷ = 82.9 + 2.27x1 + 1.50x2.
The computer solution, based on a sample of eight weeks, provided SST = 25.7 and SSR = 23.435.
 
(a)Compute and interpret R2 and Ra2.
(Round your answers to three decimal places.)
 
(b) The proportion of the variability in the dependent variable that can be explained by the estimated multiple regression equation is________ . Adjusting for the number of independent variables in the model, the proportion of the variability in the dependent variable that can be explained by the estimated multiple regression equation is .
 
(c) When television advertising was the only independent variable,
R2 = 0.653 and Ra2 = 0.595.
Do you prefer the multiple regression results? Explain.
Multiple regression analysis (select IS or IS NOT)    preferred since both R2 and Ra2 show (Select Increase OR decreased)    percentage of the variability of y explained when both independent variables are used.
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