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CPS1965 Chin Tsung R. et al.
                           () =   +   () +    () + ∑     ()                   (5)
                                00     01 01        02 02         =0    

                  where       () = ( −  )  ;  i = 1,2 and  () = ( −  ) ,  = 0,1, . . .  ,            (6)
                                                                         3
                                           
                                                                     +
                             0
                                         0   +
                                                         
                  and (  −   )  is (  −   ) for   ≥    and  0  for   <   .  Hence,  the  cubic
                               
                                            
                                          
                                                       
                                                                         
                              +
                  spline can be written as a linear combination of some non-linear functions and
                  that   () has   +  4 parameters and is cubic below the first knot    and
                                                                                    1
                  above  the  last  knot,  .  Additionally,  Zhao  (2012)  proposed  that  further
                                         
                  quadratic and linear restrictions could be applied to points above the last knot.
                  For quadratic restriction, we set  = 0 and for the linear restriction, we set
                    =    =  0 where  and  are as per the polynomial  ()
                                                                            
                   
                          
                  Under quadratic restriction above the last knot, we have:

                  Under the linear restriction above the last knot we have (Zhao, 2012):
                                               () = ( −  ) ;
                                                             0 +
                                               01



                      The  number  of  parameters  corresponding  to  the  quadratic  and  linear
                  restrictions is   +  3 and   +  2 respectively. Furthermore, we can also apply
                  linear  or  quadratic  restrictions  below  the  first  knot.  For  the  quadratic
                  restriction,  we  set  0  ()  =  0  and  for  the  linear  restriction  we  set
                   () =   () =  0.
                             0
                   02
                      To  obtain  the  modified  LC  model,  we  assume  that (, ) in  (2)  has  a
                  binomial distribution than we have (, )~((, ), (, )) where (, )
                  is  the  mortality  rate  of  an  individual  of  age  group  in  year .  Hence  the
                  proposed model is of the form:




                  where (), () and () are unknown.
                      We  follow  the  methodology  proposed  by  Zhao  (2012)  that  is  to
                  approximate  these  functions  as  linear  combination  of  a  cubic  spline  with
                  possible  restrictions  on  the  left  and  right  tails.  Additionally,  other  additive
                  functions,  ()  such  as  1/, ()  1/√ is  added  to  the  estimated
                  function.  According  to  Zhao  (2012),  for  short  based  period  it  is  sufficient
                  assume  that  () =   .  We  let  a  fixed  set  of  knots      and  write
                  () =   () and () =   () and hence the model can be expressed
                                            
                  as:


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