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Unit 28: F-distribution




                This distribution has two parameters n  (= n  - 1) and n  (= n  - 1).            Notes
                                                1   1        2   2
                                                                   n
                The mean of F - variate with n  and n  degrees of freedom is   2   and standard error is
                                         1    2
                                                                  n - 2
                                                                   2
                 æ  n 2  ö  2 n + n -  ) 2
                          ( 1
                               2
                 ç    ÷            .
                 è n -  2ø  n n -  ) 4
                           1
                   2
                            ( 2
                 We note that the mean will exist if n > 2 and standard error will exist if n > 4. Further, the
                                             2                             2
                 mean > 1.
                The random variate F can take only positive values from 0 to  . The curve is positively
                 skewed, as shown in Fig. 20.3
                For large  values of  n  and  n , the distribution  approaches  normal distribution. This
                                   1     2
                 behaviour is shown in the following figure.
                If a random variate follows t-distribution with  n  degrees of freedom,  then its  square
                                                    2
                 follows F-distribution with 1 and n d.f. i.e. t  = F
                                                     n  1,n
            28.3 Keywords
            The random variate: The random variate F can take only positive values from 0 to . The curve
            is positively skewed.
            F-distribution: If a random variate follows t-distribution with  n degrees of freedom, then its
                                                     2
            square follows F-distribution with 1 and n d.f. i.e. t  = F
                                                      n  1,n
            28.4 Self Assessment

            1.   Fill in the Blanks:
                 (1)  The mean and standard error of a F-variate depend upon its ...... parameters.
                 (ii)  The sum of squares of standard normal variates is a ...... variate.

                 (iii)  If N = 8 and n = 3, the number of samples without replacement is equal to ...... .
                 (iv)  The ratio of two sample variances follows F - distribution when the variances of
                     their parent population are ...... .

                 (v)  In sampling without replacement if N = n, the standard error of  X  is equal to ...... .
                           2
                 (vi)  Both  c  and F-distributions are ...... skewed distributions.

            28.5 Review Questions

            1.   Define F distribution and discuss feature of F distribution.

            2.   Two random samples of sizes 100 and 150 are drawn from two different normal populations.
                 Find mean and standard error of the statistic F.
            3.   Suppose you randomly select 8 women from a population of women, and 10 men from a
                 population of men. The table below shows the standard deviation in each sample and in
                 each population.









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