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Unit 23: Regression Analysis



                 5.  Regression coefficient in bivariate frequency distribution                   Notes


                           é  Nåå  f u v -  f u   f v ¢  ) ù
                         k        ij i j  (å  i i  )(å  j j
                      b =  ê                          ú
                                       2
                         h ê    Nå  f u - (å  f u  ) 2  ú
                           ë         i i     i i      û
                 6.  Standard Error of the estimate

                                   2
                      s Y X  =  s Y  1- r   for large n ( i.e., n > 30)
                        .
                                 2    2
                           Y -
                         å  ( i  Y ) ( 1- r  )
                          =               for small n
                              n 2
                                -
            II.  Regression of X on Y

                                            å XY nXY      n XY - å   )( Y )
                                                 -
                                                                 ( X å
                                                           å
                 1.  Regression Coefficient   d =       =
                                                2
                                                                2
                                             å Y -  nY 2    n Y - å    ) 2
                                                                   ( Y
                                                             å
                        Cov (X Y,  )  s X
                      =     2    =  r×
                          s Y       s Y
                 2.  Change of scale and origin
                                                       é                ù
                           X A          Y B           h  n uv - å  )( v )
                                          -
                             -
                                                          å
                                                               ( u å
                      If  u =    and  v =    ,  then  d =  ê             . ú
                                                              2
                             h            h           k ê  n v - å  ) 2  ú
                                                                 ( v
                                                       ë   å            û
                 3.  Constant term  c = X - dY
                 4.  Alternative form of regression equation
                              d Y - i
                          X = d                     s   Y - d  Yi
                      X -          Y   or  X -  X =  r.  X
                       C                    C
                                                    s  Y
                 5.  Regression coefficient in a bivariate frequency distribution
                           é                         ) ù
                                  ij i j
                         h ê  Nåå  f u v -  (å  f u  )(å  f v ¢ j j  ú
                                            i i
                      d =                       2
                         k  ê          2       )      ú
                                     ¢
                           ê    Nå  f v - (å  f v ¢ j j  ú
                                     j j
                           ë                          û
                 6.  Standard error of the estimate
                      s X Y  =  s X  1-  r 2    for large n ( i.e., n > 30)
                        .
                                     2     2
                             å  ( X -  X ) ( 1- r  )
                                 i
                              =                for small n
                                   n 2
                                    -




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