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 results of a multiple regression analysis, using Minitab, follow.
Analysis of Variance
Source
Regression
DF
SS
MS
3050
1016.67
Residual Error
Total
26
2200
84.62
29
5250
Predictor
Coefficient SE Coefficient
Constant
14.00
7.00
2.00
X1
-1.00
0.70
-1.43
X2
30.00
5.20
5.77
X3
0.20
0.08
2.50
a. What are the estimated sales for the Bryne store, which has four competitors, a
regional population of 0.4 (400,000), and an advertising expense of 30 ($30,000)?
b. Compute the R? value.
c. Compute the multiple standard error of estimate.
d. Conduct a global test of hypothesis to determine whether any of the regression
coefficients are not equal to zero. Use the .05 level of significance.
e. Conduct tests of hypothesis to determine which of the independent variables have
significant regression coefficients. Which variables would you consider eliminating?
Use the .05 significance level.
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Transcribed Image Text:The results of a multiple regression analysis, using Minitab, follow. Analysis of Variance Source Regression DF SS MS 3050 1016.67 Residual Error Total 26 2200 84.62 29 5250 Predictor Coefficient SE Coefficient Constant 14.00 7.00 2.00 X1 -1.00 0.70 -1.43 X2 30.00 5.20 5.77 X3 0.20 0.08 2.50 a. What are the estimated sales for the Bryne store, which has four competitors, a regional population of 0.4 (400,000), and an advertising expense of 30 ($30,000)? b. Compute the R? value. c. Compute the multiple standard error of estimate. d. Conduct a global test of hypothesis to determine whether any of the regression coefficients are not equal to zero. Use the .05 level of significance. e. Conduct tests of hypothesis to determine which of the independent variables have significant regression coefficients. Which variables would you consider eliminating? Use the .05 significance level.
17. The district manager of Jasons, a large discount electronics chain, is investigating why
certain stores in her region are performing better than others. She believes that three
factors are related to total sales: the number of competitors in the region, the population
in the surrounding area, and the amount spent on advertising. From her district, consist-
ing of several hundred stores, she selects a random sample of 30 stores. For each store,
she gathered the following information.
y = total sales last year (in $ thousands)
x, = number of competitors in the region
X2 = population of the region (in millions)
X3 = advertising expense (in $ thousands)
%3D
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Transcribed Image Text:17. The district manager of Jasons, a large discount electronics chain, is investigating why certain stores in her region are performing better than others. She believes that three factors are related to total sales: the number of competitors in the region, the population in the surrounding area, and the amount spent on advertising. From her district, consist- ing of several hundred stores, she selects a random sample of 30 stores. For each store, she gathered the following information. y = total sales last year (in $ thousands) x, = number of competitors in the region X2 = population of the region (in millions) X3 = advertising expense (in $ thousands) %3D
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