The following data on y glucose concentration (g/L) and x fermentation time (days) for a
Question:
The following data on y glucose concentration (g/L) and x fermentation time (days) for a particular blend of malt liquor was read from a scatter plot in the article “Improving Fermentation Productivity with Reverse Osmosis” (Food Tech., 1984: 92–96):
x | 12345678 y | 74 54 52 51 52 53 58 71
a. Verify that a scatter plot of the data is consistent with the choice of a quadratic regression model.
b. The estimated quadratic regression equation is y
84.482 15.875x 1.7679x2
. Predict the value of glucose concentration for a fermentation time of 6 days, and compute the corresponding residual.
c. Using SSE 61.77, what proportion of observed variation can be attributed to the quadratic regression relationship?
d. The n 8 standardized residuals based on the quadratic model are 1.91, 1.95, .25, .58, .90, .04, .66, and .20.
Construct a plot of the standardized residuals versus x and a normal probability plot. Do the plots exhibit any troublesome features?
e. The estimated standard deviation of ˆY6—that is, ˆ
0
ˆ
1(6) ˆ
2(36)—is 1.69. Compute a 95% CI for Y6.
f. Compute a 95% PI for a glucose concentration observation made after 6 days of fermentation time.
Step by Step Answer:
Probability And Statistics For Engineering And The Sciences
ISBN: 9781111802325
7th Edition
Authors: Dave Ellis, Jay L Devore