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CPS1970 Nurul Aityqah Y. et al.
                  was better met and the problem associated with violation of this assumption
                  was avoided.

                  2.   Methodology
                      The data sets used in this study were obtained from the Department of
                  Statistics Malaysia (DOSM) and it consists of Malaysia mortality (Peninsular
                  Malaysia, Sabah and Sarawak) for the period of 1991 to 2015. The mortality
                  data for female, male and total population will measure by age-specific death
                  rates  (ASDR).  The  ASDR  is  calculated  as  ,   =  ⁄  ,  ,  where  ,  is  the
                                                                    ,
                  number  of  deaths for  a  group  of  ages  in  year  and   is  the  observed
                                                                           ,
                  population (exposure to risk) for a group of  ages in year  . The data set
                  consist of ASDR for 19 age groups which are organized into 5-year intervals
                  such as 0, 1-4, 5-9… 85+.
                  The LC model is as follows:

                             ln( ) =  +   , +  = 0, … . . ,  = 1, … ,       (1)
                                  ,
                                                    ,
                                               
                                         

                  where   is the age-specific death rate for the  interval and the year ,   is
                          ,
                                                                                          
                  the mortality index in the year ,   is the average age-specific mortality,   is
                                                   
                                                                                          
                  a  deviation  in  the  mortality  due  to changes  in the   index  and    is  the
                                                                                    ,
                                                                       
                  random error.
                      As the solution is not possible to be unique, the following constraints were
                  imposed (Lee. & Carter, 1992):
                                                       
                                                    1
                                                =   ∑ ( )                         (2)
                                                              ,
                                               
                                                    
                                                     = 1

                                                    
                                                  ∑   =  1                              (3)
                                                       
                                                  = 1

                                                    
                                                  ∑   =  0                              (4)
                                                       
                                                  = 1

                      Applying SVD to the matrix
                                               = ( ) − ̃                        (5)
                                                                
                                                         ,
                                               

                      produced
                                    = ( ) =    + ⋯ +            (6)
                                        ′
                                                 
                                                                         
                                                        1 1 1

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