Page 365 - Fundamentals of Probability and Statistics for Engineers
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348                    Fundamentals of Probability and Statistics for Engineers




                     140



                     120
                                                             y =  + x β ^
                                                               α
                                                                ^
                    (g/cm 2 )  100

                    Young's modulus, y  80     ^ ^ σ ^ σ




                      60



                      40


                      20



                       0
                                         10                20
                                                   2
                                         Stress, x (g/cm )
               Figure 11.3  Estimated regression line and observed data, for Example 11.3
           . Result i: let   2  be the unbiased estimator for    2  as defined by Equation
                        c
            (11.33), and let

                                          …n   2†
                                                c 2
                                     D ˆ          :                    …11:34†
                                               2
             It follows from the results given in Section 9.3.2.3 that D is a   2 -distributed
             random variable with (n    2) degrees of freedom.

           . Result ii: consider random variables
                                                             1=2
                               8                          9
                                 "       #"            #  1
                                     n        n
                               <    X        X         2  =
                         ^
                        …A    †   c 2  x 2  n   …x i   x†      ;       …11:35†

                                         i
                                     iˆ1     iˆ1
                               :                          ;


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