Page 311 - Applied Statistics And Probability For Engineers
P. 311

c08.qxd  5/15/02  6:13 PM  Page 263 RK UL 6 RK UL 6:Desktop Folder:TEMP WORK:MONTGOMERY:REVISES UPLO D CH114 FIN L:Quark Files:






                    8-4 CONFIDENCE INTERVAL ON THE VARIANCE AND STANDARD DEVIATION OF A NORMAL POPULATION  263


                                   f (x)                                f (x)


                                                            α          0.05                         0.05


                                      0                  α, k      x       0    2 0.95, 10     2 0.05, 10
                                                        2
                                                                             = 3.94          = 18.31
                                                    (a)                                 (b)
                                                                                           2
                                                              2
                                   Figure 8-9 Percentage point of the   distribution. (a) The percentage point    ,k . (b) The upper
                                                2
                                                                                  2
                                   percentage point   0.05,10   18.31 and the lower percentage point   0.95,10   3.94.
                                   10 degrees of freedom. We may write this as a probability statement as follows:
                                                                           2
                                                               2
                                                           2
                                                       P1X  
  0.05,10 2   P1X  
 18.312   0.05
                                   Conversely, a lower 5% point of chi-square with 10 degrees of freedom would be   2 0.95,10    3.94
                                   (from Appendix Table III). Both of these percentage points are shown in Figure 8-9(b).
                                                                            2
                                       The construction of the 100(1   )% CI for   is straightforward. Because
                                                                               2
                                                                       1n   12S
                                                                   2
                                                                  X
                                                                            2
                                   is chi-square with n   1 degrees of freedom, we may write
                                                           2           2   2
                                                        P 1  1  	 2,n 1    X     	 2,n 1 2   1
                                   so that
                                                                          2
                                                                   1n   12S    2
                                                        2
                                                    P  a                            b   1
                                                        1  	 2,n 1      2       	 2,n 1
                                   This last equation can be rearranged as

                                                          1n   12S 2      1n   12S  2
                                                                      2
                                                       P  a                       b   1
                                                            2              2
                                                              	 2,n 1       1  	 2,n 1
                                                                                          2
                                   This leads to the following definition of the confidence interval for   .
                          Definition
                                         2
                                       If s is the sample variance from a random sample of n observations from a normal dis-
                                                                  2
                                                                                                        2
                                       tribution with unknown variance   , then a 100(1   )% confidence interval on   is
                                                             1n   12s 2     1n   12s 2
                                                                         2
                                                                                                     (8-21)
                                                                2  	 2,n 1    2 1  	 2,n 1
                                       where   2  	 2,n 1  and   2 1  	 2,n 1  are the upper and lower 100  2 percentage points of
                                       the chi-square distribution with n   1 degrees of freedom, respectively. A confidence
                                       interval for   has lower and upper limits that are the square roots of the correspon-
                                       ding limits in Equation 8-21.
   306   307   308   309   310   311   312   313   314   315   316