In: Statistics and Probability
Let x be a random variable that represents blood glucose level after a 12-hour fast. Let y be a random variable representing blood glucose level 1 hour after drinking sugar water (after the 12-hour fast). Units are in milligrams per 10 milliliters (mg/10 ml). A random sample of eight adults gave the following information.
Σx = 63.8; Σx2 = 521.84; Σy = 89.7; Σy2 = 1045.43; Σxy = 730.74
x | 6.2 | 8.3 | 7.0 | 7.5 | 8.1 | 6.9 | 10.0 | 9.8 |
y | 9.6 | 10.3 | 10.8 | 11.5 | 14.2 | 7.0 | 14.1 | 12.2 |
(a) Find the equation of the least-squares line. (Round your
answers to three decimal places.)
ŷ = ? +__________
.
(c) Find the sample correlation coefficient r and the
sample coefficient of determination
r2.
(Round your answers to three decimal places.)
r = | |
r2 = |
(d) If
x = 8.0,
use the least-squares line to predict y. (Round your answer to two decimal places.)
y = 9
Find an 80% confidence interval for your prediction. (Round your
answers to two decimal places.)
lower limit | 10 mg/10 ml |
upper limit | 11 mg/10 ml |
(e) Use level of significance 1% and test the claim that the
population correlation coefficient ρ is not zero. (Round
your test statistic to three decimal places.)
t = 12
Find or estimate the P-value of the test statistic.
P-value > 0.500 0.250 < P-value < 0.500 0.200 < P-value < 0.250 0.150 < P-value < 0.200 0.100 < P-value < 0.150 0.050 < P-value < 0.100 0.020 < P-value < 0.050 0.010 < P-value < 0.020 0.001 < P-value < 0.010 P-value < 0.001
Conclusion
(f) Find an 85% confidence interval for the slope β of the population-based least-squares line. (Round your answers to three decimal places.)
lower limit | |
upper limit |
Answer a) ŷ = 1.801 + 1.18*x
Answer c)
Correlation Coefficient (r) Calculation
Correlation Coefficient r = 0.6765
Coefficient of Determination r2 = 0.6765*0.6765 = 0.4577
Answer d) Predicted y = 11.24
For x = 8, we can predict y using regression line equation:
ŷ = 1.801 + 1.18*x
ŷ = 1.801 + 1.18*8
ŷ = 11.241
80% confidence interval for prediction calculation
Now, we are going to compute the 80% confidence interval for the mean response value ŷ =11.241. The first step consists of finding the standard error of the estimate, for which we need to deal with the regression sum of squares and with the sum of squared errors.
So, confidence interval for prediction is (10.27, 12.21)
Answer e) Test Statistics = 2.25
Correlation Coefficient Significance Calculator using p-value
The following needs to be tested:
H0: ρ = 0
HA: ρ ≠ 0
where ρ corresponds to the population correlation.
This is not enough evidence to claim that the population correlation coefficient ρ is not zero.
We can answer 4 parts only.