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Unit 24: Time Series Methods—Principle of Least Square and Its Application


                                                                                                     Notes
                                            630
                        ∴               a =     = 90
                                             7
                                            56
                        and             b =    = 2
                                            28
                        Hence the equation of the straight line trend is
                                       Y = 90 + 2X
                                         c
                        For             X = – 3, Y  = 90 + 2 (– 3) = 84
                                                c
                        For             X = – 2, Y  = 90 + 2 (– 2) = 86
                                                c
                        For             X = – 1, Y  = 90 + 2 (– 1) = 88
                                                c
                        Similarly, by putting X = 0, 1, 2, 3, we can obtain other trend values. However, since
                        the value of b is constant, only first trend value need be obtained and then if the value
                        of b is positive we may continue adding the value of b to every preceding value. For
                        example, in the above case for 1992 the calculated value of Y is 84. For 1993 it will be
                        84 + 2 = 86; for 1994 it will be 86 + 2 = 88, and so on. If b is negative then instead of
                        adding we will deduct.
                                (ii) The graph of the above data is given below.
                                Linear Trend by the Method of Least Squares





                                  100

                                   95
                                  PRODUCTION  90         ACTUAL


                                   85

                                              LINE
                                   80         TREND       DATA
                                   75


                                    1991   93   94   95   96   97  1998
                                                    YEARS
                        For 2001 X would be + 6
                        Y   = 90 + 2 (6) = 102 thousand quintals.
                         2001
            Example 4:  Apply the method of least squares to obtain the trend value from the following data
                                           )
                                    ∑
                        and show that  ( − YY  = 0:
                                          c
                         Year                             Sales (in lakh tonnes)
                         1993                                     100
                         1994                                     120
                         1995                                     110
                         1996                                     140
                         1997                                     80
                        Also predict the sales for the year 1999.



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