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               8-4


                                 Thus,

                                                                          u
                                                                    0J 0
                                                                        A k

                                 and the joint probability distribution of T and U is

                                                                 1u         1k   22 1  31u  k2 t 	u4   2
                                                                                      2
                                                     1t, u2                     e
                                                                       k
                                                   f TU                     u
                                                                  k  2

                                                            12 k 2 
a b
                                                                       2
                                 Now, since V   0, we must require that U   0, and since      Z   ,       T   .  On
                                 rearranging this last equation, we have
                                                      1         1k 12  2  1u  22 31t   k2	14
                                                                          2
                                      f  1t, u2                  u   e        ,  0   u   ,      t
                                       TU
                                                           k
                                                22  k 2 
a b
                                                       k  2

                                                           2
                                 The probability distribution of T is found by

                                                f 1t2     f  1t, u2  du
                                              T       TU
                                                     0

                                                           1                    2
                                                                         u  1k 12  2  1u  22 31t   k2	14   du
                                                                          e
                                                                k
                                                           k  2
                                                    22 k 2 
  a b 0
                                                                2
                                                    
31k 	 12 24      1
                                                                  2      1k	12  2 ,        t
                                                            k   31t  k2 	 14
                                                     2 k 
  a b
                                                            2
                                 This is the distribution given in Theorem S8-1.
                                    The probability distribution of the random variable T was first published by W. S. Gosset
                                 in a famous 1908 paper. Gosset was employed by the Guiness Brewers in Ireland. Since his
                                 employer discouraged publication of employee research, Gosset published these results under
                                 the pseudonym “Student.” As a result, this probability distribution is sometimes called the
                                 Student t-distribution.
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