SCATTER PLOT ADDED AS IMAGE (2) Compare the r-square of the simple linear model (shown in the scatter plot in Question a) and the r-square of the multiple regression model, what does the differences in r-squares tell us? (0.5’)     What does F-test for significance tell us? (0.5’)   What does t-test for significance tell us? (0.5’)   Can you tell from the 95% confidence intervals whether the two independent variables are statistically significant? Explain. (0.5’)   If a household has 3 members, and has an annual income of $100,000, predict this household’s monthly spending. Show decimal places to the thousands (e.g. 3.456) (0.5’)     Is there any multicollinearity problem in the above regression model? How do you know? (0.5’)

MATLAB: An Introduction with Applications
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Author:Amos Gilat
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SCATTER PLOT ADDED AS IMAGE

(2) Compare the r-square of the simple linear model (shown in the scatter plot in Question a) and the r-square of the multiple regression model, what does the differences in r-squares tell us? (0.5’)

 

 

  1. What does F-test for significance tell us? (0.5’)

 

  1. What does t-test for significance tell us? (0.5’)

 

  1. Can you tell from the 95% confidence intervals whether the two independent variables are statistically significant? Explain. (0.5’)

 

  1. If a household has 3 members, and has an annual income of $100,000, predict this household’s monthly spending.

Show decimal places to the thousands (e.g. 3.456) (0.5’)

 

 

  1. Is there any multicollinearity problem in the above regression model? How do you know? (0.5’)

 

Household spending
6000
5000
4000
3000
2000
1000
0
Scatter plot and Regression equation
10000
20000
30000
40000
50000
House hold Income
60000
y=0.0405x+2204
R²=0.3981
70000
80000
Transcribed Image Text:Household spending 6000 5000 4000 3000 2000 1000 0 Scatter plot and Regression equation 10000 20000 30000 40000 50000 House hold Income 60000 y=0.0405x+2204 R²=0.3981 70000 80000
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