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Unit 32: Hypothesis Concerning Standard Deviation



            Solution.                                                                             Notes

            We have to test H  : s  = s  against s  > s .
                          0  1  2        1  2
                         2
                                 2
            It is given that S  = 15.2, S  = 12.8, n  = 12 and n  = 10.
                         1       2       1        2
            The unbiased estimates of respective population variances are
                            12                    2  10
                        2
                        s =    ´  15.2 16.58  and  s =  ´ 12.8 14.22.
                                                              =
                                     =
                        1
                                                 2
                            11                        9
                      16.58
            Thus, F =       =  1.166.
                  cal
                      14.22
            The value of F from tables at 5% level of significance with 11 and 9 d.f. is 3.10. Since this value is
            greater than F , there is no evidence against H .
                       cal                        0
                   Example 6: The increase in weight (in 100 gms) due to food A and food B given to two
            independent samples of children was recorded as follows. Test whether (i) mean weights and (ii)
            standard deviations of the two samples are equal.
            Sample I  : 6, 12, 10, 14, 12, 12, 10, 7, 5, 7.

            Sample II : 9, 11, 8, 5, 6, 12, 7, 13, 10.
            Solution.
            We shall first test H  : s  = s  against s  > s .
                            0  1  2       1   2
                                          95              81
            The means of the samples are  X =  =  9.5 and X =  =  9.0 , respectively.
                                                       2
                                      1
                                         10                9
                                       2
                                 æ
                             n k å   X ki   2  ö  å X ki 2  n k  2
                        2
                       s =       ç       -  X k ÷  =   -      X
            We can write  k                                     k  (k = 1, 2)
                           n -  1   n            n -  1  n - 1
                             k   è   k       ø    k       k
                            987   10      2           2   789  9    2
                         2
            Thus, we have  s =   -   ´  9.5 =  9.39  and  s =  -  ´  9 =  7.50.
                         1                            2
                              9    9                       8   8
                                      9.39
            Further, the test statistic is  F =  =  1.25.
                                      7.50
            The critical value of F at 5% level of significance and (9,8) d.f. is 3.39, therefore, there is no
            evidence against H . Hence, s  and s  may be treated as equal.
                           0       1     2
            To test H  :   =   against Ha ;     , we note that samples are small,  t-test is to be used. Since
                   0  1   2           1  2
            s  = s = s (say), its unbiased estimate is
             1  2
                                    2
                             n -  1 s +  n -  1 s 2  9 9.39 8 7.50
                                                           +
                                                               ´
                                                     ´
                            ( 1   ) 1  ( 2   ) 2
                        s =                      =                   =  2.92.
                                                             -
                                                          +
                                 n +  n -  2            10 9 2
                                  1
                                       2
                                 X -  X 2  n n      9.5 9.0   10 9
                                                                ´
                                                       -
                                  1
            The test statistic is  t  =     1 2  =                  =  0.37.
                            cal
                                    s     n +  n 2   2.92     10 9
                                                                +
                                           1
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