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Unit 23: Regression Analysis



            23.2 Regression Coefficient in a Bivariate Frequency Distribution                     Notes


            As in case of calculation of correlation coefficient (see § 12.6), we can directly write the formula
            for the two regression coefficients for a bivariate frequency distribution as given below :


                           Nåå   f X Y - (å  f X i  )(å  f Y ¢ j  j )
                                           i
                                    i j
                                 ij
                       b =                      2
                                      2
                                Nå  f X - (å  f X  )
                                    i  i     i  i
                             X -  A        Y -  B
                                            j
                              i
            or, if we define  u =   and  v =     ,
                          i
                                        j
                               h             k
                             é                         ) ù
                           k  Nåå   f u v - (å  f u  )(å  f v ¢
                                                    j j
                                    ij i j
                                              i i
                         b =  ê                         ú
                           h ê    Nå  f u - (å  f u  ) 2  ú
                                         2
                             ë         i i     i i      û
                          Nåå  f X Y -  (å  f X i  )(å  f Y ¢ j  j )
                                ij
                                          i
                                  i j
            Similarly,    d =
                                     2         2
                                   ¢
                              Nå  f Y -  (å  f Y ¢ j  j )
                                   j
                                     j
                               é                        ) ù
                                     ij i j
                              h ê  Nå  f u v -  (å  f u  )(å  f v ¢ j j  ú
                                              i i
                       or   d =                     2
                              k  ê        2        )     ú
                                         ¢
                               ê    Nå  f v -  (å  f v ¢ j j  ú
                                         j j
                               ë                         û
                   Example 12:
            By calculating the two regression coefficients obtain the two regression lines from the following
            data:
                                       Y 
                                       XB    0 - 5 5 -10 10 -15
                                       0 -10  2     5      7
                                      10 - 20  1    3      2
                                      20 - 30  8    4      0
            Solution.
            The mid points of X-values are 5, 15, 25.

                   X 15
                     -
            Let   u =    ,    Corresponding u-values become - 1, 0, 1
                     10
            Similarly, the mid-points of Y-values are 2.5, 7.5, 12.5

                     -
                   Y 7.5
            Let   v =     ,    Corresponding v-values become - 1, 0, 1
                      5






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