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Some Important Continuous Distributions                         193

                                  f (x)
                                   X




                                     1
                                     —
                                     8
                                                                      x
                           –3      0            5

                 Figure 7.2 Probability density function, f (x), of  X, in Example 7.1


                                                  X
           We are interested in the probability P(  3    X    0). As seen from Figure 7.2, it

           is clear that this probability is equal to the ratio of the shaded area and the unit
           total area. Hence,
                                                  1    3

                               P… 3   X   0†ˆ 3      ˆ :
                                                  8    8
             It is also clear that, owing to uniformity in the distribution, the solution can
           be found simply by taking the ratio of the length from   3 to 0 to the total length
           of the distribution interval. Stated in general terms, if a random variable X  is
           uniformly  distributed  over  an  interval  A,  then  the  probability  of  X  taking
           values in a subinterval B is given by

                                            length of B
                                 P…X in B†ˆ            :                  …7:4†
                                            length of A



           7.1.1 BIVARIATE UNIFORM DISTRIBUTION

           Let random variable X  be uniformly distributed over an interval (a 1 , b 1 ), and let
           random variable Y  be uniformly distributed over an interval (a 2 , b 2 ). Further-
           more, let us assume that they are independent. Then, the joint probability
           density function of X and Y  is simply

                                8
                                         1
                                                ;  for a 1   x   b 1 ; and a 2   y   b 2 ;
                                <
            f XY …x; y†ˆ f …x† f …y†ˆ  …b 1   a 1 †…b 2   a 2 †
                      X
                           Y
                                :
                                  0;  elsewhere:
                                                                          …7:5†





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