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Probability


               Example 2.7. Compute the probability of drawing from a pack of cards one that
               is an ace or is a spade or shows an even number (2, 4, 6, 8, 10).                              ,

               Solution. If, as previously, A is the event that an ace is drawn, P(A) = 52. Similarly the event
               B, that a spade is drawn, has P(B) = 52. The further possibility C, that the card is even (but
               not a picture card) has P(C) = 2052. The two-fold intersections have probabilities
                                                    1                                 5
                                      P(A ∩ B) =      , P(A ∩ C) = 0, P(B ∩ C) =        .
                                                    52                                52
               There is no three-fold intersection as events A and C are mutually exclusive. Hence

                                                   1                                       31
                                 P(A ∪ B ∪ C) =      [(4 + 13 + 20) − (1 + 0 + 5) + (0)] =    .
                                                   52                                      52
               The reader should identify the 31 cards involved.
               When the probabilities are combined to compute the probability for the union of the n general
               events, the result, which may be proved by induction upon n, is
                                                  ∑            ∑                 ∑
                        P(A 1 ∪ A 2 ∪ . . . ∪ A n ) =  P(A i ) −  P(A i ∩ A j ) +    P(A i ∩ A j ∩ A k )−
                                                   i           i,j               i,j,k
                                            − . . . + (−1) n+1 P(A 1 ∩ A 2 ∩ . . . ∩ A n ).               (2.14)

               Each summation runs over all possible sets of subscripts, except those in which any two subscripts
               in a set are the same. Equation (2.6) is a special case of (2.14) in which n = 2 and only the first two
               terms on the RHS survive. We now illustrate this result with a worked example that has n = 4 and
               includes a four-fold intersection.

               Example 2.8. Find the probability of drawing from a pack a card that has at least
               one of the following properties:

                   • A, it is an ace;

                   • B, it is a spade;

                   • C, it is a black honour card (ace, king, queen, jack or 10);

                   • D, it is a black ace.                                                                    ,

               Solution. Measuring all probabilities in units of  1  , the single-event probabilities are
                                                                  52
                                        P(A) = 4, P(B) = 13, P(C) = 10, P(D) = 2.

               The two-fold intersection probabilities, measured in the same units, are
                                        P(A ∩ B) = 1, P(A ∩ C) = 2, P(A ∩ D) = 2,

                                        P(B ∩ C) = 5, P(B ∩ D) = 1, P(C ∩ D) = 2.

               The three-fold intersections have probabilities
                       P(A ∩ B ∩ C) = 1, P(A ∩ B ∩ D) = 1, P(A ∩ C ∩ D) = 2, P(B ∩ C ∩ D) = 1.

               Finally, the four-fold intersection, requiring all four conditions to hold, is satisfied only by the
               ace of spades, and hence (again in units of   1  )
                                                            52
                                                    P(A ∩ B ∩ C ∩ D) = 1.
               Substituting in (2.14) gives

                            1                                                                         30
                      P =     [(4 + 13 + 10 + 2) − (1 + 2 + 2 + 5 + 1 + 2) + (1 + 1 + 2 + 1) − (1)] =    .
                           52                                                                         52

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