Page 246 - Fundamentals of Probability and Statistics for Engineers
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Some Important Continuous Distributions                         229

             If F X (x) takes the form given by Equation (7.93), we have
                                                     1
                                 1   exp‰ g…u n †Š ˆ 1   ;
                                                     n
           or
                                      exp‰g…u n †Š
                                               ˆ 1:                      …7:97†
                                          n
                             (y) defined by Equation (7.89). In view of Equation (7.93),
             Now, consider F Y n
           it takes the form
                              …y†ˆf1   exp‰ g…y†Šg n
                           F Y n
                                        exp‰g…u n †Š exp‰ g…y†Š
                                                            n
                                 ˆ   1
                                                 n                       …7:98†
                                                            n

                                        expf ‰g…y†  g…u n †Šg
                                 ˆ   1                       :
                                                 n
           In  the above, we have introduced  into  the equation  the factor  exp [g(u n )]/n,
           which is unity, as shown by Equation (7.97).
             Since  u n is  the  mode  or  the  ‘most  likely’  value  of  Y n ,  function  g(y)  in
           Equation (7.98) can be expanded in powers of (y    u n ) in the form

                              g…y†ˆ g…u n † ‡   n …y   u n † ‡     ;     …7:99†

           where   n ˆ  dg(y)/dy is evaluated at y ˆ  u n . It is positive, as g(y) is an increasing
           function  of y.  Retaining only up  to  the linear  term  in  Equation  (7.99) and
           substituting it into Equation (7.98), we obtain
                                          exp‰   n …y   u n †Š
                                                           n
                                …y†ˆ   1                   ;            …7:100†
                             F Y n
                                                 n
           in which   n  and u n  are functions only of n and not of y. Using the identity
                                          c n

                                  lim 1      ˆ exp… c†;
                                  n!1     n
           for any real c, Equation (7.100) tends, as n !1
                                                     , to
                              F Y …y†ˆ expf exp‰  …y   u†Šg;            …7:101†

           which was to be proved. In arriving at Equation (7.101), we have assumed that
           as n !1 , F Y n  (y) converges to F Y  (y) as  Y n  converges to Y in some probabilistic
           sense.








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