In: Statistics and Probability
Given are five observations for two variables, x and
y.
x i | 1 | 2 | 3 | 4 | 5 |
y i | 4 | 8 | 6 | 11 | 14 |
Round your answers to two decimal places.
a. Using the following equation:
Estimate the standard deviation of ŷ* when x =
3.
b. Using the following expression:
Develop a 95% confidence interval for the expected value of
y when x = 3.
to
c. Using the following equation:
Estimate the standard deviation of an individual value of
y when x = 3.
d. Using the following expression:
Develop a 95% prediction interval for y when x
= 3. If your answer is negative, enter minus (-) sign.
to
using excel>Addin>phstat>Regression
we have
Simple Linear Regression Analysis | ||||||
Regression Statistics | ||||||
Multiple R | 0.9149 | |||||
R Square | 0.8370 | |||||
Adjusted R Square | 0.7827 | |||||
Standard Error | 1.8529 | |||||
Observations | 5 | |||||
ANOVA | ||||||
df | SS | MS | F | Significance F | ||
Regression | 1 | 52.9000 | 52.9000 | 15.4078 | 0.0294 | |
Residual | 3 | 10.3000 | 3.4333 | |||
Total | 4 | 63.2000 | ||||
Coefficients | Standard Error | t Stat | P-value | Lower 95% | Upper 95% | |
Intercept | 1.7000 | 1.9434 | 0.8748 | 0.4461 | -4.4847 | 7.8847 |
x | 2.3000 | 0.5859 | 3.9253 | 0.0294 | 0.4353 | 4.1647 |
Confidence Interval Estimate | |
Data | |
X Value | 3 |
Confidence Level | 95% |
Intermediate Calculations | |
Sample Size | 5 |
Degrees of Freedom | 3 |
t Value | 3.182446 |
XBar, Sample Mean of X | 3 |
Sum of Squared Differences from XBar | 10 |
Standard Error of the Estimate | 1.852926 |
h Statistic | 0.2 |
Predicted Y (YHat) | 8.6 |
For Average Y | |
Interval Half Width | 2.6371 |
Confidence Interval Lower Limit | 5.9629 |
Confidence Interval Upper Limit | 11.23715 |
For Individual Response Y | |
Interval Half Width | 6.4597 |
Prediction Interval Lower Limit | 2.1403 |
Prediction Interval Upper Limit | 15.05966 |
a. the standard deviation of ŷ* when x = 3. is 1.853
b.)a 95% confidence interval for the expected
value of y when x = 3.
5.963 to 11.237
c. the standard deviation of an individual value of y when x = 3. is 2.030
d. a 95% prediction interval for y
when x = 3.
2.140 to 15.060