In: Statistics and Probability
Fill in the empty cells in the following table in order to calculate the standard error of the estimate.
X |
Y |
|||
3 |
3 |
6.00 |
-3.00 |
9.00 |
6 |
9 |
7.50 |
1.50 |
2.25 |
5 |
8 |
7.00 |
1.00 |
1.00 |
4 |
3 |
6.50 |
3.50 |
12.25 |
7 |
10 |
8.00 |
2.00 |
4.00 |
5 |
9 |
7.00 |
2.00 |
4.00 |
--------------- |
--------------- |
--------------- |
--------------- |
Sum = 32.5 |
Note: Sum in the last column is , which is SSresidual.
F. Use the formula and information on p.15 of the Week 12_3 slides. What is the value of the standard error of estimate?What is the value of the residual variance or error variance (MSresidual)? (2 decimals)
= 2.85
MSresidual = 8.13
G. Use the correlation coefficient you have calculated and p.16 of the Week 12_3 slides. Calculate the coefficient of determination (r2) and interpret its meaning in one sentence. [2 marks]
r2 = 0.800
. Fill in the empty cells in the following table in order to calculate the standard error of the estimate.
X |
Y |
|||
3 |
3 |
6.00 |
-3.00 |
9.00 |
6 |
9 |
7.50 |
1.50 |
2.25 |
5 |
8 |
7.00 |
1.00 |
1.00 |
4 |
3 |
6.50 |
3.50 |
12.25 |
7 |
10 |
8.00 |
2.00 |
4.00 |
5 |
9 |
7.00 |
2.00 |
4.00 |
--------------- |
--------------- |
--------------- |
--------------- |
Sum = 32.5 |
Note: Sum in the last column is , which is SSresidual.
F. Use the formula and information on p.15 of the Week 12_3 slides. What is the value of the standard error of estimate?What is the value of the residual variance or error variance (MSresidual)? (2 decimals)
= 2.85
MSresidual = 8.13
G. Use the correlation coefficient you have calculated and p.16 of the Week 12_3 slides. Calculate the coefficient of determination (r2) and interpret its meaning in one sentence.
r2 = 0.800
X | Y | Fitted value (Y^) | Residual (e)=Y-Y^ | Residual square=e^2 |
3 | 3 | 6 | -3 | 9 |
6 | 9 | 7.5 | 1.5 | 2.25 |
5 | 8 | 7 | 1 | 1 |
4 | 3 | 6.5 | 3.5 | 12.25 |
7 | 10 | 8 | 2 | 4 |
5 | 9 | 7 | 2 | 4 |
30 | 42 | 42 | 7 | 32.5 |
F. Use the formula and information on p.15 of the Week 12_3 slides. What is the value of the standard error of estimate? What is the value of the residual variance or error variance (MSresidual)? (2 decimals) [2 marks]
Ans:
Standard error of estimate=sqrt(SSresidual/(6-2))= sqrt(32.5/4)= 2.85
Residual variance= SSresidual/(6-2)= 32.5/4=MSresidual = 8.13
G. Use the correlation coefficient you have calculated and p.16 of the Week 12_3 slides. Calculate the coefficient of determination (r2) and interpret its meaning in one sentence. [2 marks]
r2 = 0.800
ANS;
Interpretation: 80.00% variation of the total variable of Y is explained by the explanatory variable X.