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Expectations and Moments                                         77

             Example 4.1. Problem: From Example 3.9 (page 64), determine the average
           number of cars turning west in a group of n cars.
             Answer: we wish  to  determine the mean  of Y , EfYg,  for  which  the mass
           function is [from Equation (3.51)]


                                  n  k      n k
                        p …k†ˆ      q …1   q†  ;  k ˆ 0; 1; 2; ... ; n:
                         Y        k
           Equation (4.4) then gives
                                                 !
                                 n           n    n
                                X           X         k      n k
                         EfYgˆ      kp …k†ˆ    k     q …1   q†
                                      Y
                                 kˆ0        kˆ0   k
                                 n
                                X        n!       k      n k
                              ˆ                  q …1   q†  :
                                    …k   1†!…n   k†!
                                 kˆ1
             Let k   1 ˆ m.Wehave
                                     n 1
                                     X    n   1  m      n 1 m
                           EfYgˆ nq             q …1   q†    :
                                           m
                                     mˆ0
           The sum in this expressions is simply the sum of binomial probabilities and
           hence equals one. Therefore,

                                       EfYgˆ nq;

           which has a numerical value since n and q are known constants.
             Example 4.2. Problem: the waiting time X  (in minutes) of a customer waiting




           to be served at a ticket counter has the density function
                                           2x
                                        2e  ;  for x   0;
                              f …x†ˆ
                               X
                                        0;  elsewhere:
           Determine the average waiting time.
             Answer: referring to Equation (4.5), we have, using integration by parts,
                                    Z  1            1
                            EfXgˆ       x…2e  2x †dx ˆ minute:
                                     0              2

             Example 4.3. Problem: from Example 3.10 (pages 65), find the average
           resistance of the resistors after screening.








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