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80                     Fundamentals of Probability and Statistics for Engineers

                       f (x)
                       X








                                                                x
                            (a)  Mode          Mean
                                 Median
                       f (x)
                       X







                                                                x
                            (b)          Mode
                                         Median
                                         Mean
                       f (x)
                       X








                                                                x
                            (c)  Mean            Mode
                                  Median
           Figure 4.1 Relative positions of the mean, median, and mode for three distributions:
                   (a) positively shewed; (b) symmetrical; and (c) negatively shewed

             An important relation between the variance and simple moments is
                                       2
                                                 2
                                        ˆ   2   m :                      …4:8†
           This can be shown by making use of Equations (4.3). We get
                2
                                                2
                                     2
                             2
                                                         2
                 ˆ Ef…X   m† gˆ EfX   2mX ‡ m gˆ EfX g  2mEfXg‡ m        2
                               2
                          2
                                        2
                 ˆ   2   2m ‡ m ˆ   2   m :


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