Page 353 - DECO504_STATISTICAL_METHODS_IN_ECONOMICS_ENGLISH
P. 353

Statistical Methods in Economics


                   Notes                      a student is enrolled for at least one of the courses, the (conditional) probability that
                                              he is enrolled for French is
                                                             30
                                                             40  = 0.75
                                  Discrete Sample Space

                                  So far we considered cases where the sample space contains a finite number of points. We consider
                                  the following example where this is not the case.
                                  Example 15:  A coin is tossed until a head appears. Describe the sample space. Find the probability
                                              that the coin will be tossed (a) exactly 4 times (b) at the most, 4 times. (c) What is the
                                              probability that head will appear if the coin is tossed an infinite number of times ?
                                              The head may appear at the
                                              (i)  very first throw (H)
                                              (ii) second throw, the first toss resulting in a tail (TH)
                                              (iii) third throw, the first two tosses resulting in tails (TTH)
                                              (iv) fourth throw, the first three tosses resulting in tails (TTTH)
                                                and so on: an infinite number of throws may be needed to get a head. The sample
                                                space consists of an infinite number of the sample points
                                              H, TH, TTH, TTTH, TTTTH, ....
                                              The trials are independent. Assume that the coin is fair (unbiased).

                                                                         1
                                              The probability of the event H =
                                                                         2

                                                                                 1
                                                                          11    ⎛⎞ 2
                                              The probability of the event TH =   ⋅   =  ⎜⎟
                                                                          22    ⎝⎠
                                                                                 2
                                                                            1
                                                                                     1
                                                                           ⎛⎞ 2  1  ⎛⎞ 3
                                              The probability of the event TTH =  ⎜⎟  ⋅   =  ⎜⎟
                                                                                     2
                                                                           ⎝⎠   2   ⎝⎠
                                                                            2
                                                                                      1
                                                                             1
                                                                            ⎛⎞ 3  1  ⎛⎞ 4
                                              The probability of the event TTTH =  ⎜⎟  ⋅   =  ⎜⎟
                                                                            ⎝⎠   2   ⎝⎠
                                                                             2
                                                                                      2
                                              and so on.
                                                                                                             1
                                                                                                            ⎛⎞ 4
                                              (a) The probability that to get a head, the coin will be tossed exactly 4 times is ⎜⎟ .
                                                                                                            ⎝⎠
                                                                                                             2
                                              (b) The event that the coin will be tossed at most 4 times is a compositive event
                                                  comprising of the 4 sample events H, TH, TTH and  TTTH. Thus the required
                                                  probability
                                                                            1
                                                                                 1
                                                                  1  ⎛  1 ⎞ 2  ⎛⎞ 3  ⎛⎞ 4  15
                                                                =   +  ⎜ ⎟  +  ⎜⎟  +  ⎜⎟  =   .
                                                                                 2
                                                                  2  ⎝  2 ⎠  ⎝⎠  ⎝⎠    16
                                                                           2
                                              (c) Suppose that the coin is tossed as many times as is necessary to get a head. The
                                                  required probability is
                                                                    1
                                                                 1  +  ⎛⎞ 2  +  ⎛⎞ 3  +
                                                                          1
                                                                          2
                                                                2  ⎜⎟    ⎜⎟     ...
                                                                   ⎝⎠
                                                                         ⎝⎠
                                                                    2
         348                              LOVELY PROFESSIONAL UNIVERSITY
   348   349   350   351   352   353   354   355   356   357   358