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Unit 14: Statistical Process Control




          The set of all values that a discrete random variable can assume with nonzero probability is  Notes
          either finite or countably infinite because the sum of uncountably many positive real numbers
          (which is the smallest upper bound of the set of all finite partial sums) always diverges to
          infinity. Typically, the set of possible values is topologically discrete in the sense that all its
          points are isolated points. But, there are discrete random variables for which this countable set is
          dense on the real line.

          Combination Formula and its Application to Probability Calculations

          Suppose we have a lot of 50 articles which contain 3 defective articles. If we draw a sample of
          5 articles from the lot the respective probabilities of getting 0, 1, 2 and three defective articles in
          a sample of 5 can be calculated as under. A sample containing 0 defective articles will come only
          from 47 good articles. In this case no article will come from 3 defective articles. Number of ways
          in which this can happen can be calculated as under:

                                   47!   (47)(46)(45)(44)(43)
                            47 C =     =                  = 1533939
                               5
                                  5!42!   (5) (4) (3) (2) (1)
          A sample containing 1 defective article will have 4 articles coming from 47 good articles and
          1 defective article coming from 3 defective articles. Number of ways can be calculated as under:


                                     47!3!    (47)(46)(45)(44)
                         47 C C =            =               = 535095
                             3
                            4  1
                                  (4!43!)(2!1!)  (4)(2)(1)
          Similarly the number of ways in which 2 and 3 defective articles can be drawn can be calculated
          which come out to be 48645 and 1081 respectively. Further, the number of ways in which
          5 articles can be drawn from 50 articles can be calculates as under:
                                  (50)(49)(48)(47)(46)
                            50 C =                 = 2118760
                               5
                                    (5)(4)(3)(2)(1)
          Probabilities of 0, 1, 2 and 3 defectives can be calculated now as under.

                                  1533939
                             P =          = 0.72398
                               0
                                  2118760
                                  535095
                             P =          = 0.25255
                               1
                                  2118760
                                   48645
                             P =          = 0.02296
                               2
                                  2118760
                                   1081
                             P =          = 0.00051
                               3
                                  2118760
                                Total           = 1.00000
          Hypergeometric Probability Distribution
          We have calculated the probability of getting r = 1, 2 or 3 defectives by drawing a sample of size
          n = 5 from a lot N = 50 which contained D = 3 defective items. Hypergeometric probability law
          describes such problems as under:

                                  DN D   C
                                       −
                                   C
                     P(r/N/D/n) =   R     n r −
                                     N  C N



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