Page 204 - Special Topic Session (STS) - Volume 1
P. 204

STS425 Arifah B. et al.
                      3.2  Data Transformation
                         The returns is defined as :

                             X   log( ) log(S   S t  1 ) log( /S S  t  t  1 )                               (27)
                                       t
                              t
                      Where { ,X t   0}is the returns and { ,S t   0}is the closing CPO prices.
                                                           t
                                t
                      Relatively, the proxies of volatility are represented by the absolute
                                                             2
                      returns   X  and squared of returns  X ,
                                                            t
                                 t
                      Table 2: Descriptive statistics for the series of  X t , X t  and  X t 2
                                                    Standard
                         Data     Mean     Median             Skewness   Kurtosis     CV
                                                    deviation
                       Closing
                       Prices of   506.1958   514.6   62.8421   0.03935   2.41425   0.12414
                       Crude
                       PalmOil
                       Log      8.625 x 10   -0.00018   0.01082   -0.62033   11.85372   125.4492
                                        -5
                       Return
                       Absolute   0.00737   0.00518   0.00792   3.12662   23.29788   1.07462
                       Return
                       Squared    0.00012   2.683e-5   0.00039   14.62716   311.1487   3.25
                       Return

                      3.3   Returns and Volatilities

                                                                         ACF log-returns
                          0.05
                                                              0.8
                        Log-returns  -0.05                   ACF  0.4
                          0.00

                          -0.10                               0.0
                            0      500    1000   1500           0     50    100   150   200
                                       Time                                 Lag


                                                                        ACF absolute returns


                        Absolute returns  0.08  0.04         ACF  0.8  0.4



                          0.00                                0.0
                            0       500    1000    1500         0     50    100   150   200
                                         Time                               Lag




                                                                     193 | I S I   W S C   2 0 1 9
   199   200   201   202   203   204   205   206   207   208   209