In: Statistics and Probability
The relationship between "strength" and "fineness" of cotton fibers was the subject of a study that produced the following data. (Give your answers correct to two decimal places.) x, Strength 76 69 71 76 83 72 78 74 80 82 y, Fineness 4.3 4.5 4.7 4.0 3.9 4.0 5.0 4.7 4.1 4.5 (a) Draw a scatter diagram. (Do this on paper. Your instructor may ask you to turn in this work.) (b) Find the 95% confidence interval for the mean measurement of fineness for fibers with a strength of 74. Lower Limit Upper Limit (c) Find the 98% prediction interval for an individual measurement of fineness for fibers with a strength of 74. Lower Limit Upper Limit
x | y | x^2 | y^2 | xy | |
1 | 76 | 4.3 | 5776 | 18.49 | 326.8 |
2 | 69 | 4.5 | 4761 | 20.25 | 310.5 |
3 | 71 | 4.7 | 5041 | 22.09 | 333.7 |
4 | 76 | 4 | 5776 | 16 | 304 |
5 | 83 | 3.9 | 6889 | 15.21 | 323.7 |
6 | 72 | 4 | 5184 | 16 | 288 |
7 | 78 | 5 | 6084 | 25 | 390 |
8 | 74 | 4.7 | 5476 | 22.09 | 347.8 |
9 | 80 | 4.1 | 6400 | 16.81 | 328 |
10 | 82 | 4.5 | 6724 | 20.25 | 369 |
Total | 761 | 43.7 | 58111 | 192.19 | 3321.5 |
Mean | 76.1 | 4.37 | |||
Sxx | 198.9 | ||||
Syy | 1.221 | ||||
Sxy | -4.07 |
Using the formula above
=-4.07/198.9
= -0.02
= 4.37 - (-0.02) * 76.1
= 5.927
Therefore the regression equation is
= 5927 - 0.02x
Error variance =
=0.1422
Now we have all the required values. To find the prediction and confidence interval we find the predicted (mean y and y). This is found by sub values of 'x' in the regression equation
Sxx =198.9
=0.1422
variance | df (n -2) | c..v. | Lower limit | Upper limit | ||||
Mean | 74 | 4.413 | 0.0174 | 0.05 (1-0.95) | 8 | 2.7515 | 4.0503 | 4.7757 |
Predicted | 74 | 4.413 | 0.1596 | 0.02 (1-0.98) | 8 | 3.3554 | 3.0725 | 5.7534 |
The critical value is found using t-dist tables with df and /2