In: Statistics and Probability
Prehistoric pottery vessels are usually found as sherds (broken pieces) and are carefully reconstructed if enough sherds can be found. Information taken from Mimbres Mogollon Archaeology by A. I. Woosley and A. J. McIntyre (University of New Mexico Press) provides data relating x = body diameter in centimeters and y = height in centimeters of prehistoric vessels reconstructed from sherds found at a prehistoric site. The following Minitab printout provides an analysis of the data.
Predictor | Coef | SE Coef | T | P |
Constant | -0.227 | 2.429 | -0.09 | 0.929 |
Diameter | 0.7770 | 0.1470 | 5.33 | 0.001 |
S = 4.09980 | R-Sq = 79.1% |
(a) The standard error Se of the linear
regression model is given in the printout as "S." What is the value
of Se?
(b) The standard error of the coefficient of the predictor variable
is found under "SE Coef." Recall that the standard error for
b is
Se/√Σx2 –
(1/n)(Σx)2. From the Minitab
display, what is the value of the standard error for the slope
b?
(c) The formula for the margin of error E for a
c% confidence interval for the slope β can be
written as E = tc(SE Coef). The Minitab display
is based on n = 16 data pairs. Find the critical value
tc for a 95% confidence interval in the
relevant table. Then find a 95% confidence interval for the
population slope β. (Use 3 decimal places.)
tc | |
lower limit | |
upper limit |
a) The value of S according to the table is
b)The standard error for the slope according to the minitab output is
C) Now to find the confidence interval
We need to have the critical table value first
Here n=16
And the table value would be checked via t distribution table with n-1=15 degrees of freedom and one sided rejection proability of 0.025 as both sides would then combine to be 0.05 which is 95%.
So the table value is
So E would be
The estimated value for beta according to table is
So
Thank you !!