!
"
#
$ %
& '(
)
**
+
,
-. ,
!
"
#
$ %
& '(
)
**
2
3
,
-
4+
5
6
7
'
4
6
7
8 * .
8
4
6
7
.
4
9: 7
. ,
' ! * *
" # 5 ! " " ;
' ! " 5 5 <
: = 4>?@#7 ; - 5
4A +8: & 7 A B 4:9. 75
" C ; '
; ' ! &
B " # 5
$ 5 ;
: 5 D 5 & 5
5 E ;
F 5 5 ! ;
5 G + G! 5 ;
F . 5 H 8 , 5 3( ! 3 ;
2 2 5 + G! ; 2 8 5 &
B ;
" , - 5 & B 5
I ;
3 5 "; . 5 ";
' "; 8 * . 8 5 ! ( J ;
5 * ! !I ;
" G 2 & : 5 ! %
;
" 5 3 I I ;
5 2 2 5 ( "
;
/;> ' ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; /
/;/ ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; K
/;K ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; #
/;1 ) ' ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ?
1;> $ ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; >L
1;/ 9 . ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; >L
1;K ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; >#
1;1 +8: ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; >@
1;1;> 9 . ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; >@
1;1;/ ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; >?
1;1;K + ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; >?
1;1;1 ) ' ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; //
1;L :9. ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; //
1;M : " . ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; ; /M
- " A ! " C 5 5
" 4 7; '
! ! ; '
E 5 < C 4>?@075 !
! 5 A ! N " ; '
" ! " 4 ! 5
! - 5 9- .- 75 " &
5 " A C; 5 "
5 C 3 ! ;
5 ! ! * 5 :
4>?@/7 + " < . O 4>??175
-4 - 7; - 3 5 = O = 5 A
4= ! " =7; ' E 5
5 A ! 3 " " 4 C A P A75
E 3 ! ! = 3 ;
' E " = *
5 " " C ; '
" ! A ! A ;
5 " ! " A E " !
5 ; '
5 * 5 A < :
4>?@#7 " .5 A "
;
< : = ! 3 ! 5 " A
: O ) 4>??07 " 5 2 5
$ C 9 D 5 B " 2 5 "
; + 4>??/7 B " 9: 5
4>??L7 B " 9: 4 3 " 75 5 , 5 9 D 5
; + 5 + 4>??L7 " !
B /6K " 5 A " " ;
: ! ! 3 " " A C5 B "
B " ! A C < + 4>??#7 ! 5
4/0007 " 5 Q-R 4/00/7 A " 5 D 4/00K7
A 4 8 . ! A7;
9 C 5 B ! " !
5 ! N " ; ' :9.
! N 5 A +8: 5 B "
! +8: " A C5 A ;
5 " A " * " # ! "
" " . 4 A +8: :9. & 75>
! 5 "
" ) " . ! " ! " ;
' " A ; : / ! ! ! A "
& ; : K " ! A; : 1
5 5 : L ;
!
' 4 7 * * "
! : 4>?@/75 " ;
- 3 5 ! P A " 5 3
" " ; ' 5 "
C 5 3
CAt=Bt+1−Bt=Yt+rBt−It−Gt−Ct 4>7
A Bt " 5Yt 4 $ 75r A 5It
! 5Gt ! = 3 Ct ;
' 5 " 5 ! A
5 O A A "
> A - ' 3 4/00K7;
" 5 5 3 " ; '
O 5 " 5
; ' 5 4 A 7
!
CA∗
t=Yt+rBt−It−Gt−θCt 4/7
A θ ! ;/ ' Z
t5
C A P A5 E
Zt≡Yt−It−Gt 4K7
: 3 & 4/75 A !
A " ! 4
+ 5 >??L7
CA∗t =−
∞
j=1
( 1 1 +r)
jE
t(∆Zt+j |Rt) 417
A Rt = " ; - "
" 5 * " 5 C ; & "
" " 5 A ! O 4 < + 5 >??#7;
& 4175 & ! " 3
; 5 ! A 5
" 5 " " 3 5 ! ! ;
' ! < : 4>?@#75 A
" ! - ; 5 !
N A ; - 5 < : ! A
! " 5 A ! ! ! ;
' " . 4 .75 "
& 417; ' ! " 5
! = " 5 " A C A * !
" ! " .;
/' 4θ7 & A ! " " O " A ;
A ! 5 5 . ; 5 E
! " A ∆Zt ! 4 A 5 " * -407
! 7; ' 4 ! 7 ! 5 A
" ! 4! & 4177; ' " ! A C
; < :
4 7 A .; ' 5 " A .
∆Zi t
CAi t
= a
i(L) bi(L)
ci(L) di(L) ×
∆Zi t−1
CAi t−1
+ i∗ 1 i∗ 2 + ε i 1t εi 2t 4L7
A 3i * ai(L)5bi(L)5 ci(L) di(L)
" p; - 5 " 5CAtA θ5
! 5 " A 4 3 " " 7
CAt=Yt+rBt−It−Gt−θCt 4M7
5 " . "θ5 A
A Ct (Yt+rBt−It−Gt); ' .4 7 .4>75
" A A
∆Zi t
;;; ;;;
∆Zi t−p+1
CAi t
;;; ;;;
CAi t−p+1
= ai
1 aip bi1 bip
1
;;; 0
1 ci
1 cip di1 dip
1 0 ;;; 1
∆Zi t−1 ;;; ;;;
∆Zi t−p
CAi t−1 ;;; ;;;
CAi t−p
+ i∗ 1 0 ;;; 0 i∗ 2 0 ;;; 0 + εi 1t 0 ;;; 0 εi 2t 0 ;;; 0 4#7 5 "
Xt=AXt−1+ ∗+εt 4@7
A Xt ≡ ∆Zti ∆Zti−p+1 CAit CAit−p+1
′
5 A 35 ∗
! " 5 εt ! ; ' .4>7
5 & 4@7 A ! ! "
(Xt− ) =A(Xt−1− ) +εt 4?7
A ∗ = (I−A) ; ' " " j !
E[(Xt+j− |Ht) =Aj(Xt− ) 4>07
A Ht = " 4 " ! "CA ∆Z)5
= " Rt; $ E h′ ! A 2p 5 3 E
h′ = 1 0 . . . 0 ; ' 5 ∆Z
t ! Xt5 " A A
∆Zt=h′Xt∴∆Zt+j =h′Xt+j ∴(∆Zt+j − ∆Z) =h′(Xt+j− ) 4>>7
A ! ∆Z CA∗; ' 5 3
! 3 5 " A
E[(∆Zt+j− ∆Z)|Ht] =E[h′(Xt+j− )|Ht] =h′E[(Xt+j − )|Ht] =h′Aj(Xt− ) 4>/7
A & " & 4>07;
-CA∗
t5 C 3 " & 417
E(CA∗t |Ht) =CA∗t =−
∞
j=1
( 1 1 +r)
jE(∆Z
t+j |Ht) 4>K7
' E & " " CA∗
t Ht5 ! A
" 3 4Ht⊆Rt); 3 ! 3
E(CA∗t) =−
∞
j=1
( 1 1 +r)
jE(∆Z
t+j)∴ CA∗ =− ∞
j=1
( 1 1 +r)
j
∆Z 4>17
& 4>K7 A & 4>175 " A
(CA∗t − CA∗) =− ∞
j=1
( 1 1 +r)
jE(∆Z
t+j− ∆Z |Ht) 4>L7
3 4>/7 & !
(CA∗t − CA∗) =− ∞
j=1
( 1 1 +r)
jh′Aj(X
t− ) =−h′( A
1 +r)(I− A 1 +r)
−1(X
t− ) 4>M7
A & ! " E 5 ! ∆Zt CAt
; . A ! & E "
(CA∗t − CA∗) =K(Xt− ) 4>#7
K =−h′( A 1 +r)(I−
A 1 +r)
−1 4>@7
A ! K ! " A r 3 A; ' "
5 * (CA∗
t − CA∗) = (CAt− CA); $ E L′ ! A 2p
5 3 (p+ 1)th 5 ! ; ' 5 5
" A
(CA∗
t− CA∗) = (CAt− CA) =L′(Xt− ) 4>?7
& 4>#7 4>?75 " "
N " .
L′(Xt− ) =−h′( A
1 +r)(I− A 1 +r)
−1(X
t− )∴L′(I− A
1 +r) =−h ′( A
1 +r) 4/07
" 3A & 4/075 " A K !
ai =ci Si= 1...p
bi =di Si= 2...p
b1 =d1−(1 +r)
4/>7
"
5 A 5CAt " ∆Zt; ' "
E " b(L) N ; ' " 5 " * 51
+ 4>??/75 *
>; " "CAt ∆Zt5 S
/; C "CAt ∆ZtS
K; * A Ct (Yt+rBt−It−Gt)5 θS
1; ! 5 " ) 5 & " !
5 ! 4/>7;
- ! " " ;
' " 5 " " " ! E ;
K' ! E ) ;
1 3 " A ;
' . 5 & & 5 + 8 :& 4+8:7;
A ! 5 : 9 . & 4:9. 7 ; ' :9.
& * 8 :& 4 8:7 " & A 5
A " ! 3 ; A 8:5 :9.
N +8:5 " N 5
! A O ; - "
" & 5 :9. & +8:
& & ;
' B ! C " & . 4"
i= 1, . . . , N7 " A A
∆Zti
CAi t
= a
i(L) bi(L)
ci(L) di(L) ×
∆Zti−1
CAi t−1
+ ε i 1t εi 2t 4//7
' 5 E Yi
t =
∆Zi t
CAit (2×1)
5 Xi
t =
∆Zti−1 ;;;
∆Zi t−p
CAit−1 ;;;
CAi t−p
(2p ×1) 5 εi
t=
εi 1t
εi2t (2×1)
β′
i = ai1 . . . aip bi1 . . . bpi ci1 . . . cip di1 . . . dip
(1×4p)
' 5 " & 3
Y1 t ;;; YN t
4/T 3 >7
=
X1′
t 0 . . . 0
0 X1′
t
;;; ;;; 0 ;;;
0 XN′
t 0
0 . . . 0 XN′
t
4/T 3 1 7
β1 ;;; βN
41 3 >7
+ ε1 t ;;; εN t
4/T 3 >7
4/K7
" Yt=Xtβ+εt;
-N
i=1
pi=P5 A pi "
" .5 " i; ' εt ! * 5 A !
3 ! E(εtε′t) = σ2 ; 5 8: " β ! ! 3
!
β = Xt′ −1Xt
−1
Xt′ −1Yt 4/17
E(β−β)(β−β)′=σ2 Xt′ −1Xt
−1
4/L7
- 5 C A 3 ; A ! β
" ij " 5 !
wij= e
′
iej
T , A i, j= 1, . . . , N 4/M7
A ei (T×1)! " i & +8:; - 5
" :9. "β
β∗= Xt′ −1Xt
−1
Xt′ −1Yt 4/#7
E(β∗−β)(β∗−β)′ =σ2 Xt′ −1Xt
−1
4/@7
' +8: 5 5 !
β = Xt′Xt
−1
Xt′Yt 4/?7
E(β−β)(β−β)′=σ2 Xt′Xt
−1
Xt′ Xt Xt′Xt
−1 4K07
' O A ! ! ! E 35
3
E(β−β)(β−β)′−E(β−β)(β−β)′ =σ2η η′ 4K>7
A η= (X′
tXt)−1Xt′− Xt′ −1Xt
−1
X′
t −15 N " :9.
+8: ;
"
#
$
!
' " ! K 4 3 4>#7 4>@775 A
3 A A r; A ! 5 N "
3A E 5 t A C; '
& 5 " A ;
' A (CAt ∆Zt)
" 5 " 5 !
E " b(L) N ;L ! 5 " ! 5
B ! " 5 & 417 " "
A ; - 5 ! 5
; ' 5
" A ! ; 9 " 5 !
;
' " 5 .4>7 ; ' A
CAt ∆Zt5 5 A E " b1 N ;
∆Zt
CAt
= a1 b1 c1 d1
× ∆Zt−1
CAt−1
+ 1
2
+ ε1t ε2t
4K/7
- 5 . " Xt = AXt−1 + +εt 5 "
5 ! K C "
K=−h′( A
1 +r)(I2− A 1 +r)
−1 = α β 4KK7
A
α= −a1(1 +r−d1)−b1c1
(1 + 2r−d1+r2−rd1−a1−a1r+a1d1−b1c1)
4K17
β= −a1b1−b1(1 +r−a1)
(1 + 2r−d1+r2−rd1−a1−a1r+a1d1−b1c1)
4KL7
-" B 4 ; ;5b1 E 75 & 4KL7
β = 05 A 5 CA∗
t " "CAt; - 5
A !
(CA∗t − CA∗) =K(Xt− ) = α 0
∆Zt− ∆Z
CAt− CA
=α(∆Zt− ∆Z) 4KM7
L & 4L7;
5 "β = 0 (CA∗
t − ∗CA) = (CAt− CA) A B 5
β & 4 α * 7;
" " ! K " .4/7 35 A ; '
* " " .4 7 " A 5 *
' A; 4>??175 3 " ! .4 75 " " A
! 5 3 A 4 ; ;5b(L) = 07;
' 5 βi N " ! K 4i= 1, . . . , p7 A * 5 "
" ! 5 3;
! (CAt)
(∆Zt)
b(L) !
" " # M
' " 5 " E 5 )
" 5 "
! E 5 * >;
T able1 )
. " )
CAt ∆Zt
(β=0)
B CA∗
t4U7
CAt ∆Zt B
(β=1)
B CA∗t =CAt 4UU7
B
(β=1)
B CA∗
t =CAt 4UUU7
T 4U7 CA∗t ∆Z5 "CAt
4UU7
4UUU7 "
M " 3 ;#;
- 5 ! " 5 A 3
" 5 P ;
: O < ) 4>??07 " " " 2 5 5 $ C5
9D 4>?LL @L75 A A " ; '
" θ = 1; ' B " "
$ C 4 >V ! 75 " 9D 4 LV ! 7; ' B " 2 5
! E " " ; ' "
5 ! E 5 ! b(L)
N E ;
+ 4>??/7 " 9: 4>?L0 @@75 B
4 /V ! 7; ' E ! " "CAt ∆Zt; ' B
4CAt ∆Zt7 " 9: 5 B " ;
C < . O 4>??L7 O ! C #
4>?M> ?07; "∆CAt ∆It E N 4 " 0;>M
0;LL75 ! ! " ; ' E ! "
E C ;# ' ! !
C 5 A C 5 !
E ; ' ! CAt It
E ;@
4>??L7 * L B * 9: 5 , 5 5 9D5
4>?M0 @@7; ' " CAt ∆Zt 5 B
" ;? ' ) B " 5 3 "
9: 5 A ! E ;
< + 4>??L7 " 1L ! ; ' "
" /6K " 4/? 7; A ! 5 " " !
/L 5 A 5 4 LV ! 7; '
#- A " C 5CA
t It ! " E C ;
@' ! A ! " " C 3 ! ;
?' ! 3 " A " CA
t " @05 ! "
;
A 5 >@ 4 " /?7 B ;
-5 " N 4:9. 7 N " .
" " 5 " 5
! ;
< + 4>??#7 3 " , 9D 4>?LL ?075 "
9: 4>?>? ?07; ' ∆Zt ! ξt;>0 '
. >> " 4A N α75 " & " 5
" "σξ ;>/ ' " A
! 5 A α5r5ρ σξ;
CA∗t =−
∞
i=1
( 1 1 +r)
iE
t(∆Zt+i | t) +
αρσ2 ξ
2 (r+ (1−ρ))
α= 35 ! " / #V " ! ; +
5 "ρ α5 " >V " !
CAt " , L >?V " ;
W 4>???7 " " 4>?#0 ?M75
A 5 * A " ; '
! " 0;K>1 ) A CAt CA∗t 4
C ! & 7; A ! 5 !
" 0;>0 " ; - A 5 >V LV E ! 5
CAt ∆Zt ; ' " 5 " 5 !
" " ! E ;
< 4>???7 ! 4 5 5 - 5 - 5
5 3 5 : " 5 : D * 5 >?LL ?/75 E !
; ' " " ∆Zt B 5
" CAt B " 5 3 - ; ' 3 A
"∆Zt A CAt5 3 3 5 ; +! 5
P A ! B 4
>V ! 7; ! 5 " ! C ! "CAt &
B 4 LV ! 7 ;
> 0) A * ! σ
ξ;
> > . C ! ;
> / .4>7 A ρ;
2 < : O 4/0007 3 A " ! A 4rt7
3 5 " " 5 9D 4>?M> ?M7; '
4A ! pt75 $
3 4A a7 .. >K " 4A σ7>1; ' " 5
5 !
CA∗t =−
∞
i=1
βiEt(∆Zt+i−γrt∗+i| t)
A r∗
t " "rt5γ5a5pt;>L ' & .5
! r∗
t; ' C 4 r∗t7 B
5 3 ! B " 9D>M; ' " 5 r∗
t
! " ; A ! 5 3 A rt4 "rt∗7 A !
4pt7 ! E " ;
4/0007 " * " >0 5
A A ; - " A C5 & 5 ! C∗
t ≡(Ct−γCt−1);>#
: & " " 5 A C∗
t 3
;>@ ) ; ' 5
" ! 5 4A ! 7;
' " " 5 B "
4 3 7; ' " 5 " E "
! ;>?
Q-R 4/00/7 * 4>?/M ?#7 E
; ' ! D4 7
C 4 CG5 CS75 & " " ;
' ! " 4PD7 4r7 5
δ= 0.18; - " A C5 !
CA∗t =−
∞
i=1
( 1 1 +r)
iE
t(∆Zt+i | t)−PD 1−δ
1 +r ∆Dt
> K . ! . C ! ;
> 1 N " ! C ! 4σ7 & ! " " 4γ7;
> L' 3 3 " ! " 4p
t7;
> M' N A ! 4 & 7 " 0;1>
4 C 7 0;?K 4 3 7 S " 0;0@ 0;M1 4 7 " 0;0# 0;LL 4 9D7;
> #) γ " ; -"γ= 0 ;
> @- A " C∗
t 4 Ct7;
> ?' γ E " 5 " 0;@0 0;?0;
' " 5 ∆Zt ;
' . ! " A C;/0
-! ; A ! 5 3
4rX>1V7 " />5 "
; A ! 5 5 " & " 5
; 5 ! 5 " A < + 4>??#75
E ! " E ! ! ;
T < . 4/00K7 * 4>?M> ?@7 4.2 7 5 A
! C ; - 5 3 .2 4
7 " 5 C E A 5 "
;// ' 3 " ! 5 !
A C ! .2 ;
D 4/00K7 A A
.5 " A < : ;/K - " A C5 ! "
N " " ; A ! 5
" "∆Zt
; ' A " ∆Zt " 5
< : 5 "∆Zt ! A C 5
; - 5
A ;
D 4/00K7 3 " 5 A 5
" 9D 4 A 7; ' K O C ∆Zt 5
E E C 5 A E .5
A A A 4r7 E C5/1
C A O ∆Zt;/L 5 . K !
rt,∆ ln(Zt) CAt/Zt; ' CAt E
C 5 ! E C 5
;/M A ! 5 " C ! E ;
/ 0CA
t5∆Zt α∆Dt,A α= (1−δ)/(1 +r);
/ > "CA
t CA∗t A ! " O ;
/ / 3 " B " ;
/ K: ! ! 4 7 ! ;
/ 1 A r ! C " E C ;
/ L) ! E C ;
/ M- " A C C A ! O CA
t5 !
%
" " - : Y - : 4- 7; ' CAt ∆Zt
" B & 4 75 3
>??L 4 3 ;> " " 7; - 5 !
5 ! $ P ; - A
" " 5
! " " " 3 ! " 5 A
" = = ;
& 9: 5 5 , 5 9 D 5 5 - 5 ;
>?M0Y>??@5 4K? ! 7;
& 9: 5 5 , 5 9 D 5 ;
>?M0Y>??@5 & 4>LM ! 7;
'
' E " " " ! ; '
$ C 4 $ 75 4 75 DA C A C : : 4D ::7
" A ! " A E O "
5 " 5 ;
' " 4 A 3 ;/7 A
5 $ * / 4 3 ;K "
D :: 7; ' " " ∆Zt B >V ! $
4 3 " 75/# 5 B 5 LV ! 5
D :: " 9D 4 75 " 9: 4& 7;
" 5 CA+t !
5 A CAt " ! A 5
& 4M7;/@ . CA+
t5 " ! 4 7
C; ' "CAt
E C " C;
/ #- 5 B >V ! 5 $ B " ! ;
/ @CA
t =Yt+rBt−It−Gt−Ct CAt=Yt+rBt−It−Gt−θCt
B ! 5 ; ' E 3 ;
+ 5CAt 3 5 3
O θ; A ! 5 " $
B 4 " 7 " - 4 7 " 9 D 4
75 CAt ; 5 D ::
CAt 4 LV ! 7 " 9D 4 75 " 4 75 "
9: 4& 7;
' / $ " Ct (Yt+rBt−It−Gt);/? ' 5 5
3 " ! 5 B " E O
; ' A 5 "Ct (Yt+rBt−It−Gt) " 5 -4>75
5 " 5 &
4>75 ;
T able2 $ 9 . '
9: T , T 9D . -' . 9: & T & , T & 9D & . &
Ct >;>M K;>? /;/# >;>1 /;0K K;K0
(+) >;1# 0;K0 /;K1 /;K? 0;@M /;//
∆Ct K;?L
(∗∗) (1;0K∗∗) (L;M?∗∗) K;L1(∗) (L;/L∗∗) (L;/?∗∗) (L;L1∗∗) (M;/K∗∗) >K;>0(∗∗) >L;>L(∗∗) (L;1>∗∗) >K;1>(∗∗)
GN I∗ 0;L/ /;?@ K;K0
(+) 0;?0 >;L@ /;/> /;01 0;1# (+)K;K@ K;0> 0;/@ /;>>
∆GN I∗ 1;K0
(∗∗) (1;@K∗∗) (L;M1∗∗) (K;?@∗∗) (1;@M∗∗) (L;1/∗∗) /;1M (L;>L∗∗) >L;MK(∗∗) >K;1L(∗∗) >#;MK(∗∗) >?;LL(∗∗)
CA+t >;L# /;1> 0;1/ /;L1 /;KM >;@1 0;M? >;?/ /;#1
(+) >;>> /;/# /;#@(+)
CAt /;@1
(+) (+)/;M@ (K;M#∗∗) 0;>@ (+)/;?0 /;KM /;/M K;>?(∗) K;0>(∗) K;11(∗) 0;#M K;/M(∗)
∆Zt 1;LK
(∗∗) (L;/L∗∗) (L;MK∗∗) (1;1#∗∗) (1;M?∗∗) (1;#0∗∗) /;11 >/;L?(∗∗) >1;@1(∗∗) >K;L?(∗∗) >M;#@(∗∗) >@;M>(∗∗)
T 7GNI∗
t ≡Yt+rBt−It−Gt 9: & & 4 /7
7 4UU7 B " >V ! S 4U7 LV ! 4Z7 >0V !
7CA+t =Yt+rBt−It−Gt−Ct CAt=Yt+rBt−It−Gt−θCt
7 : 3 ;K " 5 D :: ;
/ ?9 "
t 4[tZ 2t-t t7 ; - 5 B
;
' " " A Ct (Yt+rBt−It−Gt);
' & 5 , 5 "
: - \ " . " 5 A
; ' 4 7 " A , & 2 B
4 >V ! 7 " 4 75 - 4 75 , 4&
7; ' B >V ! " 4 75
/ 4& 7 " 9: , 4 >V ! 75 " 9 D 4 LV
! 7; C 5 B / " , 4 >V ! 7
" 9 D 4 LV ! 7;
T able3 , ] '
' ! A (Yt+rBt−It−Gt) Ct ! (1,−θ)
X0 ≤>
θ ; λm´ax. ; ; λm´ax. ;
9: 0;?LL
40;0>/7 >M;?>4U7 >1;@>4U7 /;>0 /;>0
T 0;?/#
40;0/M7 >M;M#4U7 >M;M>4U7 0;0M 0;0M
, T >;0#M
40;0>L7 >>;#M >>;LK 0;/K 0;/K
9D 0;@0M
40;0K#7 />;0M4UU7 >#;114U7 K;M/ K;M/
. >;0/?
40;0K>7 @;L> #;K1 >;># >;>#
-' >;0@@
40;01?7 @;M> @;L1 0;0# 0;0#
. >;KK1
40;>/17 @;1@ @;1L 0;0K 0;0K
9: & 0;?1L
40;0>K7 /0;>M4UU7 >#;/?4U7 /;@# /;@#
T & 0;?/K
40;0K07 >1;?# >1;#M4U7 0;// 0;//
, T & >;0#?
40;0>L7 >L;>M >1;@M4U7 0;K0 0;K0
9D & 0;@/M
40;0K?7 >?;?14U7 >L;M@4U7 1;/M4U7 1;/M4U7
. & >;01K
40;0K/7 >>;11 >0;M@ 0;#M 0;#M
T 7 " 9: & & 4 /7;
7 4U7 B " LV ! 4UU7 >V ! ;
7 - θ ! ;
" θ O " 5 5 A
& " " (β = 1/(1 +r))
; ) 5 "
" 5 5 "
^ ^; ) (θ > 1)5 ! C "
" ; ' θ < 1 " 9: 5 9D5 θ > 1 "
5 A 4>??L7;K0
' " ! 4 7 4 & 7
B 4 3 " 9 D 5 & 75K> A !
A (Yt+rBt−It−Gt) Ct ! (1,−θ);
-B " " , 5 5 - 4 75 "
4& 7;
( &
' )"
" " θ5 . CAt ∆Zt; '
\ : - " " . ;
-& 4M75
; -" 5 " 5
" ;
' . A 5 ! ;K/
- " 5 E " & " .5 C !
5 A * . A ; 5 &
4>175 5 " A CA =−(1/r) ∆Z; ! ! "
3 5 5 + 4>??/75 A A
3 4 K/V & 7; 5
B E " . A ;
K 0: >@ 4 3 ;M7 " " ;
K >' " 9D 4& 7 CA
t ;
K /' " 5 A 5 B "
5 O " A " ! " ;
' N " . >M ># 4 3 ;17; '
B " > 4 7 " 4
>V ! 7 , 4 LV ! 75 >V ! / 4 3 " 9: 7;
5 B 4 LV ! 7 " 4 7 "
9 D 4& 7; . C 5 B 4 >V ! 7
& " , 5 9D;
#
+ " " " 5 + 4>??/75 CAt "
∆Zt; 5 >@5KK ! "
4CAt ∆Zt7 B " 9: 4 >V ! >5 LV !
/7 " , 4 @V ! >5 >V ! /7;
' A ; + 4>??/7 B " 9: 4 >V ! 75
B " ; 4>??L7 B " 9: 4 >V ! 7 B
" 5 , K15 9D ; W 4>???7 ! " 0;>0 " 5
B " ! " E ;
' 5 A 3 " 9: , 5 "
" # 5 ! "
∆Zt5 " A ; ' >@
" A :9. 5 ! ;KL
( "
' 4CA∗
t − ∗CA7 & 4>#7 4>@75
N " . 4 3A7 A 4 /V 7KM; - .4/75
!
(CA∗t − CA∗) =K(Xt− ) = α1 α2 β1 β2
∆Zt− ∆Z
∆Zt−1− ∆Z
CAt− CA
CAt−1− CA
4K#7
K K: : 4 :7 5 " +8: ;
K 1 " ;
K L 3 9D 4 >75 B 4 LV ! 7 4CA
t ∆Zt7 A :9. ;
K M+ ! " r5 " >V MV5 A " " ;
A K =−h′( A 1+r)(I−
A
1+r)−1; ' ! K " A ;K#
T able4 D
4 > 7
T 9D . -' 9: . , T
α 0;>0 0;M# 0;K# 0;>0 α1 0;>M 0;?> 0;>1
β 0;0# #;@? >;// 0;// α2 0;KL 0;?# 0;0M
β1 /;>0 0;>? 0;>0
β2 0;?/ 0;K0 0;1?
T .4>7 " T5 9D5 .5 -'
.4/7 " 9: 5 . , T;
T able5 D
4 / & 7
9: T 9D . , T
α 0;0# 0;>K 0;/? 0;K> α1 0;K>
β 0;M1 0;/@ 0;1K 0;/K α2 0;>L
α3 0;0?
β1 0;LM
β2 0;KM
β3 0;KK
T .4>7 " 9: 5
T5 9D5 .5 .4K7 " , T;
" A 4CA∗
t − ∗CA7 4CAt− CA75 E " A
5 ! N " .5 ) 5 A
" A χ2 4A " " & " 7;
' " ) " 4
! 7 ; " ! 5
5 M 4 3 ;L7;
T able6
9: T , T 9D . -' . 9: & T & , T & 9D & . &
4;7 0;@1 0;#? 0;MK 05?? 0;?L 0;?# 0;M? 0;?? 0;?# 0;KM 0;?# 0;@>
. 0;LL 1/;K1 1;// 0;0/ 0;L/ /K;/K >1;@0 /;1> >>;1K >0;K1 L;@> >L;1L
T 7 4;7 4CAtSCA∗t7
7 . ! "σ24CAt76σ24CA∗t7
K #) α
i N A ∆Z 5 βiA CA ;
- " A !
5 A 5 A ; '
5 A ! ! 5
" P A ! ! ; - 5
N A * 5 A
A ! 5 " C 5 ;
- " ! E 5
5 A ; - A C5
! E " , 9: 4 >@7; ' 5 " 5
B ; A ! 5 " A 5
" 5 ;
' 4 >7 * 3 " ; ' .4>7
" !
. N " #
∆Zt
CAt
= a1 = 0.17 4>;0K7 b1= 0.26 4>;KK7
c1 = 0.11 4>;0?7 d1 = 0.73 4M;>>7
× ∆Zt−1
CAt−1
+ 366 4K;K#7
−9 4 0;>17 +
ε1t
ε2t
T
A d1 E 5 " b1; #5 !
K 3 ! ! b1 O CA∗t 4 A
>7; b1 = 0.264 " * 5 b1 E 75
β=−1.2214 C ! "β= 07;
T able7 K = [α;β]
4 7
b1= 0.26 b1= 0
α −0.366 −0.205 β −1.221 0.000
F iLure1 CA∗
t 4 7
- 1 0 0 0 - 5 0 0 0 5 0 0 1 0 0 0 1 5 0 0 2 0 0 0
1 9 6 0 1 9 6 5 1 9 7 0 1 9 7 5 1 9 8 0 1 9 8 5 1 9 9 0 1 9 9 5
C A _ O T ( b 1 = 0 . 2 6 ) C A _ O T ( b 1 = 0 )
T ' ! A
" O K! ;
$ !
' ) " ! ! " A 4r7; ' 5 A ! 5
" ! "r " >V MV5 " A
T able8 ) ' 4 * > 7
A 4r7 χ2
(2) !
>V K;1L 0;>#@
/V K;M/ 0;>M1
1V K;?# 0;>K#
MV 1;KL 0;>>1
T (CA∗t − ∗CA) = (CAt− CA)
! 5 (CA∗
t − ∗CA) = (CAt− CA) B
! " E 5 ! " ; 5 5
+8: & 5
" C ;
A ! 5 A N &
; + 4>??L75 B " "
" ! N " .; ! "
& A ! 5 ! "
O ; ' " ) 5 " A 5 " A
5 A A A & 4+8: :9. 7 ;
&'
B " :9. & " " .
?; A " CAt ∆Zt # 5
! E 5 ! 5 B ; ' 5
3 " 5 B " .5 :9.
& 5 C " " 5 N ;
T able9 4 > 7 !
9: _ 9D_$H 0;00K
, T_ 9: _$H 0;01?
9D_ T_ 0;0K1
. _$H ._ 0;00L
T ' " A B LV !
! 5 3 B K@ B " :9.
& 5 # ;
T able10 . 3 4 > 7
USA_DZ USA_CA CAN_DZ CAN_CA JPN_DZ JPN_CA UK_DZ UK_CA GER_DZ GER_CA ITA_DZ ITA_CA FRA_DZ FRA_CA
USA_DZ 1.00 -0.06
USA_CA -0.06 1.00
CAN_DZ 0.46 -0.21 1.00 0.60
CAN_CA 0.04 0.08 0.60 1.00
JPN_DZ 0.16 0.02 -0.24 -0.34 1.00 0.27
JPN_CA 0.14 -0.52 -0.17 -0.38 0.27 1.00
UK_DZ 0.31 -0.03 0.08 -0.18 0.48 0.10 1.00 0.64
UK_CA 0.14 -0.02 -0.18 -0.18 0.32 0.30 0.64 1.00
GER_DZ -0.10 0.02 -0.56 -0.19 0.24 0.33 0.01 0.27 1.00 0.03
GER_CA 0.16 -0.38 0.36 0.02 0.00 0.24 -0.05 -0.37 0.03 1.00
ITA_DZ 0.34 -0.06 -0.12 -0.50 0.37 0.19 0.43 0.22 -0.07 -0.02 1.00 0.46
ITA_CA 0.24 -0.08 0.09 0.03 0.25 0.15 0.51 0.25 -0.18 0.14 0.46 1.00
FRA_DZ 0.32 -0.12 -0.01 -0.16 0.35 0.37 0.19 0.12 0.09 0.33 0.13 0.37 1.00 0.38
FRA_CA 0.46 -0.06 0.08 -0.15 0.11 0.37 0.35 0.38 -0.18 0.07 0.44 0.60 0.38 1.00
5 8 C . 48.7 ! " :9.
5 " +8: & ; 9 5 ! 3( )
4 7K? 35 +8: ; + 5 ! E
4 17 4 7 35 :9. ; ' A 5
" ! 35 " 4 7
* ; - 5 4>??175 A C " .
!
2 (L∗1−L∗0) =T ln 0 −ln 1 4K@7
A L∗
0 3 ! " C 4 L∗1 ! 75
T " O ! ! 5 0 " ! 3
K @ * A 3 4 < 5 >???5
`8 . 8 ' " T $ `5 5 ! ; M#7;
K ?' ! 3 5 +8: 5 " " .5
A & 4CAt ∆Zt7;
+8:5 1 " 3 :9. ; 9 5
O A L∗1 L∗0 * 5 8. " A χ2
5 A " " & " ;
T able11 . " 8.
: > : / &
T KM >L/
0
OLS K;// Z@M K;LM Z1L
1
SU RE L;ML Z@K /;L0 Z1L
ζLR //@;L0 LK;#L
ζ∗LR >?M;#M
>0V ! χ2
(40)XL>;@>
LV ! χ2(80)X>0>;@@ Sχ2(90)X>>K;>L χ2(40)XLL;#M
>V ! χ2
(80)X>>/;KKSχ2(90)X>/1;>/
T 7T " O ! ! 5 ζLR=T ln 0 −ln 1 8. ;
7ζ∗LR E 8. C 5 T (T −k)5
A k " & ;
7 - >5 " " 4 "7X @15 /5 "X10;
5 B 510 8.
! ; ' " 5 ! 4 75 :9.
+8: ;
" 5 ! ! 5 C
< . O 4>??L7 " E C ; C5
5 ! O CAt5 !
C5 4 7 35 +8: ;
A ! 5 ! A 5 A O 5
C A :9. ; ' " 5 5
+8: C 5 A :9. &
E ;
1 0 >V ! " E >5 >0V ! /;
' :9. 5 5 ! N A +8: ;
' 5 ! 3 " :9. B " !
+8: " A C; " " ) 5 A
" 4+8: :9. 75 >/ * >K;
T able12 ) '
! 4+8:7 ! 4:9. 7
9: 0;0K/# 4U7 0;0/?L 4U7
T 0;>MK# 0;000> 4UU7
, T 0;>?>L 0;>>?>
9D 0;>L#L 0;0000 4UU7
. 0;0K## 4U7 0;00K# 4UU7
-' 0;0L@? 0;0000 4UU7
. 0;>>/K 0;0000 4UU7
9: & 0;/LLK 0;0@M>
T & 0;K0ML 0;>?LM
, T & 0;0001 4UU7 0;0000 4UU7
9D & 0;0#L# 0;000? 4UU7
. & 0;000@ 4UU7 0;000> 4UU7
T 7 (CA∗
t − ∗CA) = (CAt− CA)
7 4U7 B LV ! 4UU7 >V !
7 9: & & 4 /7
T able13 " . 4+8: :9. 7
T "
B LV ! 4+8:7
T "
B LV ! 4:9. 7
: > 4# 7 / M
: / 4L & 7 / K
T (CA∗
t − ∗CA) = (CAt− CA)
+
&
,
' " " * >15
" ! E 5 " ; 5
4>??L75 " A C ! B 5 &
" 5 ; ' " 5 B "
" ! ;
T able14 : " 1 "
4> 7 9 . 4> 7 9 . 4/7CAt 4K7 41 7 ) 4+8:7 41 7 ) 4:9. 7
" CAt " ∆Zt ∆Zt 4 X07 CA∗t =CAt CA∗t =CAt
9: 4Z7 4UU7 4UU7 4U7 4U7 4U7
T 4Z7 4UU7 4U7 4UU7
, T 4UU7 4UU7 4Z7
9D 4UU7 4 7 4U7 4UU7
. 4Z7 4UU7 4U7 4UU7
-' 4UU7 4UU7
. 4UU7
9: & 4U7 4UU7 4U7 4U7
T & 4U7 4UU7 4U7
, T & 4U7 4UU7 4UU7 4U7 4UU7 4UU7
9D & 4UU7 4U7 4UU7
. & 4U7 4UU7 4UU7 4UU7
T 7 5 4UU7 B >V ! 5 4U7 LV ! 5 4Z7 >0V ! ;
7 4 7 B LV ! 4 A :9. 7 9: & & 4 /7;
7 ' " " 4 7 * ;
7 ' ) ! E A CA∗
t CAt ;
7 ' " " " 1
! E ) B B ;
" ! B ;
A ! 5 ! " 5 "
B " 9: , ; " A ! "
>L + 4>??/7 B " 9: 5 4>??L7
B " 5 , 5 9D 5 B " 9: 5 W
4>???7 B " 4 >@5 3 ;M5 " " 7;
T able15 A 8
Wald Test (p-value)
Country Current Study Otto (92) Ghosh (95) Agénor (99) (SURE)
USA 0.0295 (*) 0.0041 (**) 1.19
-CAN 0.0001 (**) 0.0020 (**) 95 (**)
-JPN 0.1191 - 75 (*)
-UK 0.0000 (**) - 464 (**)
-GER 0.0037 (**) - 90 (**)
-ITA 0.0000 (**) - -
-FRA 0.0000 (**) - - 0.314
USA q 0.0861
CAN q 0.1956
JPN q 0.0000 (**) UK q 0.0009 (**) GER q 0.0001 (**)
T 7 4>??L7 & & ! ;
7 9: & & 4 /7;
7 4UU7 B >V ! 5 4U7 LV ! ;
' * " * #
; - " A C5 " A !
; ' " 5 ! < : 4>?@#75 "
. ! " " " A C ;
' ! 3 ! "
" .; ' :9. B " " M 51> A +8:
& 5 A A 5 " N 5 B
" " / ; ' )
1/ = & = " ! " 5
" A ! E ;
5 " " "
! 5 * " A C5 ; '
* 3 ! "
" # ; A ! 5 ! " 5 "
B " 9: , ;
3 5 8
. ! A5 N & 5 :9. 5 " ! "
;
1 >: > ;
1 /CA
t ∆Zt;
,
a>b cT+.5 ;.; 5 >???5 ` ! " 5
>?#0 >??M`5$ % & ' 5 >@5 > >/;
a/b 2 . -T5 ; .; < : .-T5 :; ;5 /0005 `- 5 3 !
" `5 ( $ 5 >>05 LKL LL@;
aKb 2 885 ,;[;5 >?@#5 d$ ! e ! "
^5( 5 LL5 >/1? >/#K;
a1b 2 885 ,;[; < $ '+T5 ;:;5 >?@?5 d) e^5 (
) 5 LM5 KL# K#1;
aLb 2 885 ,;[; < : -88 .5 .;5 >?@#5 d " ! ^5$
* ( 5 ?L5 >0M/ >0@@;
aMb 8$:' -T5 ; < +.-+D 5 ;5 >?@05 d$ ! P A ^5(
$ 5 ?05 K>1 K/?;
a#b +: 5 ; .;5 >??L5 d- B
^5 ( $ 5 >0L5 >0# >/@;
a@b +: 5 ;.; < +:'.[5 ,;$;5 >??L5 d' ! ! "
^5 + , ( 5 ?5 K0L KKK;
a?b +: 5 ;.; < +:'.[5 ,;$;5 >??#5 d 5 ! 5
^5$ & ( 5 105 >/> >K?;
a>0b 8- D5 .; < .+ + 5 D;5 >??L5 ` ! E ! C
`5$ & ( 5 KL5 >L? >?/;
a>>b .92 .5 ,; );5 /0005 ` ! " `5 $
- , .
a>/b -8'+T5 ,;$;5 >??15 `' `5* . * 5 /?M /?@5 K0/ K0L;
a>Kb . [5 ;5 >??K5 d' " ^5&% *
a>1b 9:: -T5 D; ; < 88+5 8; .;5 >???5 `- !
! ;`5$ % & ' 5 >@5 KM# K@>;
a>Lb Q-R: T5 '; 2;5 /00/5 ` ! " A `5$
% & ' 5 />5 K@L 1>/;
a>Mb -::8 .5 ,; ; < : TT 5 ; ;5 /0005 d ! 2
>?1# >??#^5( ( / 5 K05 9: ;
a>#b -::8 .5 ,; ; < ' -f -. 5 ; ; ;5 /00K5 d
" ! ^5 0 5 ;
a>@b D T+5 ';5 /00K5 ^ . " ^5
+ , 1 , * 5 1/;
a>?b D : 5 D;5 /00K5 ^' ! " ^5$
% & ' 5 //5 LL# LM?;
a/0b T :+T5 ,; ; < .+ .:5 ,; ;5 /00K5 ^' ! "
B ^5+ ' ) %
' 2 * 5 #M0;
a/>b +2:' 8$5 ; < .+ + 5 D;5 >??15 ^' ^53
+ ( , * 1@?K;
a//b +''+5 ;5 >??/5 d' ! " ! " 9;:;
^5$ % & ' 5 >>5 1>1 1K0;
a/Kb : :5 ,;5 >?@/5 d' B ;^5 )
$ ( 5 @15 >1# >L?;
a/1b : .-T5 :; ; < )++5 ); ';5 >??05 ` ! " "
`5$ % ( 5 /?5 /K# /LK;
a/Lb :- +T5 ; ; < 289 5 8;5 >??15 ` " `5 3 <1 % 5
>@0 >@/;
"
-"
%
' CAt ∆Zt " A A 5 B P " $ 5
5 3 >??L ;
CA+t = (GNIt−It−Gt−Ct)∗100/(GDP_Deflt×P gpulatign)
CAt= (GNIt−It−Gt−θCt)∗100/(GDP_Deflt×P gpulatign)
Zt= (GDPt−It−Gt)∗100/(GDP_Deflt×P gpulatign)
A
GDPt=Ct+It+Gt+NXt
GNIt=Yt+rBt=GDPt+NIAt
$ $ 4 ?? " - :7
T- T - 4?? 7
3 4?M"7
- - ! X 3 4?K 7 Z - ! 4?K 7
! 3 4?>"7
Tf 3 4?0 7 - 4?@ 7
T- T - 4?@ 7
$ _$ P 4?? 7 $ P " $ 4>??LX>007
4??*75 & "
"
!
&
& 4 7
USA -800 -600 -400 -200 0 200 400
1960 1965 1970 1975 1980 1985 1990 1995
CA -200 0 200 400 600 800
1960 1965 1970 1975 1980 1985 1990 1995
DZ 0 5000 10000 15000 20000 25000 30000 35000
1960196519701975 1980198519901995
GDP GNI CONS INVEST GOV 6000 8000 10000 12000 14000 16000 18000 20000 22000
1960 1965 1970 1975 1980 1985 1990 1995
GNI-INVEST-GOV CONS CAN -1200 -1000 -800 -600 -400 -200 0 200
1960 1965 1970 1975 1980 1985 1990 1995
CA -1200 -800 -400 0 400 800
1960 1965 1970 1975 1980 1985 1990 1995
DZ 0 5000 10000 15000 20000 25000 30000
1960196519701975 1980198519901995
GDP GNI CONS INVEST GOV 6000 8000 10000 12000 14000 16000 18000
1960 1965 1970 1975 1980 1985 1990 1995
GNI-INVEST-GOV CONS JP N -40000 0 40000 80000 120000 160000
1960 1965 1970 1975 1980 1985 1990 1995
CA -80000 -40000 0 40000 80000 120000
1960 1965 1970 1975 1980 1985 1990 1995
DZ 0 1000000 2000000 3000000 4000000 5000000
1960 1965 1970 1975 1980 1985 1990 1995
GDP GNI CONS INVEST GOV 500000 1000000 1500000 2000000 2500000
1960 1965 1970 1975 1980 1985 1990 1995
GNI-INVEST-GOV CONS
UK -600 -500 -400 -300 -200 -100 0 100 200
1960 1965 1970 1975 1980 1985 1990 1995
CA -300 -200 -100 0 100 200 300 400
1960 1965 1970 1975 1980 1985 1990 1995
DZ 0 2000 4000 6000 8000 10000 12000 14000
1960196519701975 1980198519901995
GDP GNI CONS INVEST GOV 3000 4000 5000 6000 7000 8000 9000
1960 1965 1970 1975 1980 1985 1990 1995
GNI-INVEST-GOV CONS GER -800 -400 0 400 800 1200 1600
1960 1965 1970 1975 1980 1985 1990 1995
CA -400 0 400 800 1200 1600 2000 2400 2800 3200
1960 1965 1970 1975 1980 1985 1990 1995
DZ 0 10000 20000 30000 40000 50000
1960196519701975 1980198519901995
GDP GNI CONS INVEST GOV 8000 12000 16000 20000 24000 28000
1960 1965 1970 1975 1980 1985 1990 1995
GNI-INVEST-GOV CONS IT A -1200000 -800000 -400000 0 400000 800000 1200000
1960 1965 1970 1975 1980 1985 1990 1995
CA -600000 -400000 -200000 0 200000 400000 600000 800000 1000000
1960 1965 1970 1975 1980 1985 1990 1995
DZ 0.0E+00 5.0E+06 1.0E+07 1.5E+07 2.0E+07 2.5E+07 3.0E+07 3.5E+07
1960 1965 1970 1975 1980 1985 1990 1995
GDP GNI CONS INVEST GOV 6.0E+06 8.0E+06 1.0E+07 1.2E+07 1.4E+07 1.6E+07 1.8E+07 2.0E+07 2.2E+07
1960 1965 1970 1975 1980 1985 1990 1995
GNI-INVEST-GOV CONS F RA -4000 -2000 0 2000 4000 6000
1960 1965 1970 1975 1980 1985 1990 1995
CA -1000 0 1000 2000 3000
1960 1965 1970 1975 1980 1985 1990 1995
DZ 0 20000 40000 60000 80000 100000 120000 140000 160000
1960 19651970 1975 1980 1985 1990 1995
GDP GNI CONS INVEST GOV 30000 40000 50000 60000 70000 80000 90000
1960 1965 1970 1975 1980 1985 1990 1995
GNI-INVEST-GOV CONS
& 4& 7 USA -1000 -800 -600 -400 -200 0 200 400
1960 1965 1970 1975 1980 1985 1990 1995
CA -300 -200 -100 0 100 200 300 400 500
1960 1965 1970 1975 1980 1985 1990 1995
DZ 0 4000 8000 12000 16000 20000 24000 28000 32000
1960 1965 1970 1975 1980 1985 1990 1995
GDP GNI CONS INV GOV 6000 8000 10000 12000 14000 16000 18000 20000 22000
1960 1965 1970 1975 1980 1985 1990 1995
GNI-INV-GOV CONS CAN -1600 -1200 -800 -400 0 400
1960 1965 1970 1975 1980 1985 1990 1995
CA -600 -400 -200 0 200 400 600
1960 1965 1970 1975 1980 1985 1990 1995
DZ 0 5000 10000 15000 20000 25000 30000 35000
1960 1965 1970 1975 1980 1985 1990 1995
GDP GNI CONS INV GOV 6000 8000 10000 12000 14000 16000 18000
1960 1965 1970 1975 1980 1985 1990 1995
GNI-INV-GOV CONS JP N -80000 -40000 0 40000 80000 120000 160000
1960 1965 1970 1975 1980 1985 1990 1995
CA -100000 -80000 -60000 -40000 -20000 0 20000 40000 60000
1960 1965 1970 1975 1980 1985 1990 1995
DZ 0 1000000 2000000 3000000 4000000 5000000
1960 1965 1970 1975 1980 1985 1990 1995
GDP GNI CONS INV GOV 400000 800000 1200000 1600000 2000000 2400000 2800000
1960 1965 1970 1975 1980 1985 1990 1995
GNI-INV-GOV CONS UK -200 -160 -120 -80 -40 0 40 80
1960 1965 1970 1975 1980 1985 1990 1995
CA -80 -40 0 40 80 120
1960 1965 1970 1975 1980 1985 1990 1995
DZ 0 500 1000 1500 2000 2500 3000 3500
1960 196519701975 1980 19851990 1995
GDP GNI CONS INV GOV 800 1000 1200 1400 1600 1800 2000 2200 2400
1960 1965 1970 1975 1980 1985 1990 1995
GNI-INV-GOV CONS
GER -100 0 100 200 300 400 500 600 700 800
1960 1965 1970 1975 1980 1985 1990 1995
CA -200 -100 0 100 200 300
1960 1965 1970 1975 1980 1985 1990 1995
DZ 0 2000 4000 6000 8000 10000 12000
1960 1965 1970 1975 1980 1985 1990 1995
GDP GNI CONS INV GOV 2000 3000 4000 5000 6000 7000
1960 1965 1970 1975 1980 1985 1990 1995
GNI-INV-GOV CONS
"
'
' " $ 5 4 7 D :: " A ; '
g = " $ 5 : A * - " 4:- 7; - $
5 ! ; - D :: 5 8
4A " A LV ! 7;
' " Ct (Yt+rBt−It−Gt) ; - 5
B ; - D :: O "
5 ; 5
" A CA+t =Yt+rBt−It−Gt−Ct CAt=Yt+rBt−It−Gt−θCt;
& 4 7
9: T
Variable lags ADF PP KPSS
-1.157195 -0.963902 0.199923 (0.9047) (0.9373) 0.146
-3.945069 -3.669281 0.352971
(0.0043) (0.0088) 0.463
-0.521898 -0.824123 0.191192
(0.9780) (0.9542) 0.146
-4.302770 -4.254064 0.515044
(0.0016) (0.0019) 0.463
-1.573543 -0.921909 0.593808
(0.4858) (0.7703) 0.463
-2.840038 -2.100991 0.221408
(0.0625) (0.2454) 0.463
-4.532315 -4.532315 0.432923
(0.0009) (0.0009) 0.463
Ct 1
∆Ct 0
(Yt+rBt–It–Gt) 0
∆(Yt+rBt–It–Gt) 0
∆Zt 0
CAt
+ 1
CAt 1
Variable lags ADF PP KPSS
-3.192046 -2.554813 0.067965
(0.1016) (0.3019) 0.146
-4.025179 -4.039189 0.126816
(0.0035) (0.0033) 0.463
-2.985415 -2.610936 0.048019
(0.1497) (0.2779) 0.146
-4.826465 -4.690303 0.083414
(0.0004) (0.0005) 0.463
-2.409067 -2.478414 0.261955
(0.1461) (0.1285) 0.463
-2.679784 -2.750387 0.132264
(0.0868) (0.0751) 0.463
-5.245342 -5.168390 0.059161
(0.0001) (0.0001) 0.463
Ct 1
∆Ct 0
(Yt+rBt–It–Gt) 1
∆(Yt+rBt–It–Gt) 0
∆Zt 0
CAt
+ 0
CAt 0
, T 9D
Variable lags ADF PP KPSS
-2.266674 -2.387441 0.067472
(0.4410) (0.3799) 0.146
-5.693834 -5.693834 0.06517
(0.0000) (0.0000) 0.463
-3.298768 -2.870817 0.068201
(0.0822) (0.1828) 0.146
-5.639680 -6.929501 0.167163
(0.0000) (0.0000) 0.463
-0.415276 -0.845669 0.636305
(0.8954) (0.7943) 0.463
-3.666683 -2.664380 0.095422
(0.0089) (0.0896) 0.463
-5.627289 -5.996121 0.142124
(0.0000) (0.0000) 0.463
Ct 0
∆Ct 0
(Yt+rBt–It–Gt) 1
∆(Yt+rBt–It–Gt) 0
∆Zt 0
CAt
+ 4
CAt 1
Variable lags ADF PP KPSS
-1.137342 -0.723393 0.183367
(0.9086) (0.9639) 0.146
-3.536980 -3.382338 0.467566
(0.0124) (0.0181) 0.463
0.903876 2.171536 0.194052
(0.9997) (1.0000) 0.146
-3.981742 -3.954622 0.591701
(0.0039) (0.0042) 0.463
-2.537704 -2.199868 0.281427
(0.1151) (0.2096) 0.463
-0.178655 -0.364623 0.669806
(0.9327) (0.9052) 0.463
-4.467796 -4.467796 0.561099
(0.0010) (0.0010) 0.463
Ct 1
∆Ct 0
(Yt+rBt–It–Gt) 0
∆(Yt+rBt–It–Gt) 0
∆Zt 0
CAt
+ 1
CAt 0
. -'
Variable lags ADF PP KPSS
-2.027416 -2.179185 0.130342
(0.5681) (0.4870) 0.146
-5.245994 -5.186801 0.113339
(0.0001) (0.0001) 0.463
-1.579443 -1.633699 0.161035
(0.7824) (0.7604) 0.146
-4.859054 -4.724019 0.25115
(0.0003) (0.0005) 0.463
-2.361575 -1.920103 0.288818
(0.1592) (0.3199) 0.463
-2.896646 -2.370089 0.083758
(0.0554) (0.1567) 0.463
-4.693462 -4.536736 0.237372
(0.0005) (0.0008) 0.463
Ct 0
∆Ct 0
(Yt+rBt–It–Gt) 0
∆(Yt+rBt–It–Gt) 0
∆Zt 0
CAt
+ 1
CAt 1
Variable lags ADF PP KPSS
-3.301770 -2.579694 0.138605
(0.0817) (0.2911) 0.146
-5.289426 -5.316586 0.149426
(0.0001) (0.0001) 0.463
-2.206942 -2.347726 0.086242
(0.4723) (0.3996) 0.146
-5.420334 -5.420334 0.077799
(0.0001) (0.0001) 0.463
-1.841187 -1.841187 0.260649
(0.3556) (0.3556) 0.463
-2.357381 -2.423078 0.277123
(0.1603) (0.1424) 0.463
-4.701019 -6.050856 0.069826
(0.0006) (0.0000) 0.463
Ct 1
∆Ct 0
(Yt+rBt–It–Gt) 0
∆(Yt+rBt–It–Gt) 0
∆Zt 4
CAt
+ 0
CAt 0
.
Variable lags ADF PP KPSS
-1.467058 -1.404951 0.19581
(0.8234) (0.8434) 0.146
-5.545581 -5.591024 0.524792
(0.0000) (0.0000) 0.463
-2.035030 -1.844454 0.11634
(0.5630) (0.6631) 0.146
-2.456154 -7.390173 0.15884
(0.1344) (0.0000) 0.463
-0.686168 -0.686168 0.185811
(0.8382) (0.8382) 0.463
-2.260467 -2.356604 0.648143
(0.1895) (0.1605) 0.463
-2.435291 -7.762947 0.15011
(0.1396) (0.0000) 0.463
Ct 0
∆Ct 0
(Yt+rBt–It–Gt) 2
∆(Yt+rBt–It–Gt) 1
∆Zt 1
CAt
+ 0
CAt 0
& 4& 7
9: T
Variable lags ADF PP KPSS
-0.295220 -0.990336 0.302198
(0.9902) (0.9414) 0.146
-6.233189 -10.56560 0.412463
(0.0000) (0.0000) 0.463
-0.473954 -0.540192 0.308329
(0.9838) (0.9807) 0.146
-5.151329 -13.44103 0.431295
(0.0000) (0.0000) 0.463
-1.921537 -1.962137 1.270898
(0.3217) (0.3034) 0.463
-3.197535 -3.387662 0.568082
(0.0220) (0.0129) 0.463
-12.58527 -12.74298 0.518509
(0.0000) (0.0000) 0.463
Ct 0
∆Ct 1
(Yt+rBt–It–Gt) 0
∆(Yt+rBt–It–Gt) 2
∆Zt 0
CAt
+ 0
CAt 0
Variable lags ADF PP KPSS
-2.339153 -2.656870 0.095883
(0.4101) (0.2562) 0.146
-13.10451 -13.11749 0.092766
(0.0000) (0.0000) 0.463
-3.381035 -3.187706 0.066399
(0.0577) (0.0907) 0.146
-15.62751 -15.83949 0.085856
(0.0000) (0.0000) 0.463
-2.743747 -2.775200 0.428733
(0.0691) (0.0642) 0.463
-3.007405 -3.028077 0.145866
(0.0364) (0.0345) 0.463
-14.84436 -14.94291 0.030964
(0.0000) (0.0000) 0.463
Ct 0
∆Ct 0
(Yt+rBt–It–Gt) 0
∆(Yt+rBt–It–Gt) 0
∆Zt 0
CAt
+ 0
CAt 0
, T 9D
Variable lags ADF PP KPSS
-2.390898 -2.314982 0.153853
(0.3828) (0.4230) 0.146
-15.14648 -15.15494 0.069081
(0.0000) (0.0000) 0.463
-3.012862 -3.058727 0.108213
(0.1321) (0.1201) 0.146
-13.45073 -13.54160 0.037083
(0.0000) (0.0000) 0.463
-1.111693 -1.524293 1.12758
(0.7106) (0.5188) 0.463
-3.438944 -2.986649 0.160007
(0.0111) (0.0384) 0.463
-13.59015 -13.60027 0.053106
(0.0000) (0.0000) 0.463
Ct 0
∆Ct 0
(Yt+rBt–It–Gt) 0
∆(Yt+rBt–It–Gt) 0
∆Zt 0
CAt
+ 0
CAt 2
Variable lags ADF PP KPSS
-0.855194 -0.916368 0.319188
(0.9573) (0.9506) 0.146
-5.413380 -13.80443 0.484394
(0.0000) (0.0000) 0.463
0.280990 -0.241521 0.340128
(0.9984) (0.9916) 0.146
-17.62711 -17.26982 0.421844
(0.0000) (0.0000) 0.463
-2.273837 -2.729779 0.387352
(0.1818) (0.0713) 0.463
-0.757300 -1.656364 0.898279
(0.8277) (0.4514) 0.463
-16.77832 -16.64067 0.535831
(0.0000) (0.0000) 0.463
Ct 0
∆Ct 2
(Yt+rBt–It–Gt) 1
∆(Yt+rBt–It–Gt) 0
∆Zt 0
CAt
+ 1
CAt 1
.
Variable lags ADF PP KPSS
-2.220133 -2.268694 0.181267
(0.4747) (0.4481) 0.146
-13.41021 -13.39538 0.098447
(0.0000) (0.0000) 0.463
-2.108709 -2.873701 0.250588
(0.5365) (0.1740) 0.146
-19.54841 -20.17804 0.186134
(0.0000) (0.0000) 0.463
-2.782748 -2.482801 0.6885
(0.0631) (0.1216) 0.463
-3.260318 -3.082903 0.233715
(0.0185) (0.0299) 0.463
-18.60645 -18.54294 0.174557
(0.0000) (0.0000) 0.463
Ct 0
∆Ct 0
(Yt+rBt–It–Gt) 1
∆(Yt+rBt–It–Gt) 0
∆Zt 0
CAt
+ 0
CAt 0
"
)"
' N " .5 +8:5 A 4 75
A " A ;
T able 16 N " . 4 7
Country
equation Z_(t) CA_(t) Z_(t) CA_(t) Z_(t) CA_(t) Z_(t) CA_(t) Z_(t) CA_(t) Z_(t) CA_(t) Z_(t) CA_(t)
Z_(t-1) -0,08 -0,12 0,09 0,14 -0,09 -0,08 0,13 -0,09 0,17 0,11 -0,07 -0,15 0,00 0,23
(-0,43) (-1,09) (0,43) (1,04) (-0,50) (-0,60) (0,64) (-0,48) (1,03) (1,09) (-0,40) (-0,61) (-0,01) (0,78)
Z_(t-2) -0,17 0,10 - - -0,07 0,06 - - - 0,57 0,49
(-1,00) (1,01) (-0,42) (0,51) (3,67) (1,93)
CA_(t-1) -0,55 1,23 0,03 0,61 0,57 1,06 0,13 1,01 0,26 0,73 0,06 0,76 -0,19 0,73
(-2,20) (7,98) (0,13) (4,28) (2,20) (5,95) (1,22) (10,18) (1,33) (6,11) (0,69) (6,12) (-1,55) (3,69)
CA_(t-2) -0,15 -0,51 - - -0,52 -0,53 - - - 0,17 0,15
(-0,52) (-2,81) (-2,10) (-3,06) (1,59) (0,82)
c 786 156 222 193 59 302 -29 220 -22 22 366 -9 479 985 -255 805 277 -3 555
(4,44) (1,44) (2,02) (2,53) (2,58) (-1,85) (-0,22) (0,23) (3,37) (-0,14) (2,89) (-1,14) (0,36) (-2,81) Adj. R-squared 0,29 0,75 0,01 0,47 0,06 0,54 0,06 0,81 0,04 0,54 0,01 0,55 0,32 0,93
GER ITA FRA
USA CAN JPN UK
T able 17 N " . 4 & 7
Country
equation Z_(t) CA_(t) Z_(t) CA_(t) Z_(t) CA_(t) Z_(t) CA_(t) Z_(t) CA_(t) Z_(t-1) -0,05 -0,20 -0,17 -0,08 -0,22 -0,02 -0,31 -0,16 -0,41 -0,15
(-0,58) (-2,40) (-2,13) (-1,26) (-2,64) (-0,33) (-3,97) (-2,03) (-5,36) (-1,85)
Z_(t-2) - - - - -0,22 -0,15 - - -
-(-2,66) (-2,89)
Z_(t-3) - - - - 0,15 -0,03 - - -
-(1,89) (-0,58)
CA_(t-1) -0,09 0,86 -0,04 0,90 0,53 1,01 0,03 0,96 0,05 0,88
(-2,39) (22,13) (-0,82) (23,59) (4,13) (12,39) (1,07) (32,06) (1,24) (21,66)
CA_(t-2) - - - - -0,27 0,27 - - -
-(-1,51) (2,40)
CA_(t-3) - - - - -0,20 -0,36 - - -
-(-1,54) (-4,39)
c 129 86 98 71 20 463 -3 033 2 11 39 9
(5,62) (3,70) (3,18) (2,84) (4,24) (-0,99) (0,32) (1,53) (7,04) (1,47) Adj. R-squared 0,02 0,77 0,03 0,79 0,13 0,88 0,08 0,87 0,15 0,75
GER
USA CAN JPN UK
"
(
(.
& 4 7
USA -800 -600 -400 -200 0 200 400 600
1960 1965 1970 1975 1980 1985 1990 1995
CA CA_OT CAN -600 -400 -200 0 200 400 600 800
1960 1965 1970 1975 1980 1985 1990 1995
CA CA_OT JP N -80000 -60000 -40000 -20000 0 20000 40000 60000 80000
1960 1965 1970 1975 1980 1985 1990 1995
CA CA_OT UK -6000 -4000 -2000 0 2000 4000
1960 1965 1970 1975 1980 1985 1990 1995
CA CA_OT GER -1500 -1000 -500 0 500 1000 1500 2000
1960 1965 1970 1975 1980 1985 1990 1995
CA CA_OT IT A -1200000 -800000 -400000 0 400000 800000 1200000
1960 1965 1970 1975 1980 1985 1990 1995
CA CA_OT F RA -8000 -4000 0 4000 8000 12000
1960 1965 1970 1975 1980 1985 1990 1995
CA CA_OT
& 4& 7
USA -800 -600 -400 -200 0 200 400 600
1960 1965 1970 1975 1980 1985 1990 1995
CA CA_OT CAN -800 -400 0 400 800 1200
1960 1965 1970 1975 1980 1985 1990 1995
CA CA_OT JP N -120000 -80000 -40000 0 40000 80000
1960 1965 1970 1975 1980 1985 1990 1995
CA CA_OT UK -150 -100 -50 0 50 100 150 200
1960 1965 1970 1975 1980 1985 1990 1995
CA CA_OT GER -300 -200 -100 0 100 200 300 400 500
1960 1965 1970 1975 1980 1985 1990 1995
CA CA_OT
" +
,
T able18
θ lags (VAR) Granger causality (p-value) Wald Test Correlation(.)
Author CS G A CS O G A CS CS2 O G A CS2 O G A CS O G
USA 0.955 0.994 - 2 5 1 - 0.002 0.000 0.0001 0.0004 - 0.029 0.0041 1.19 - 0.84 0.932 0.998
CAN 0.928 0.96 - 1 4 1 - 0.899 0.668 0.21 0.40 - 0.0001 0.002 95 - -0.79 0.735 0.98
JPN 1.076 1.04 - 2 - 2 - 0.079 0.057 - 0.62 - 0.119 - 75 - 0.63 - 0.996
UK 0.806 0.98 - 1 - 2 - 0.231 0.034 - 0.68 - 0.000 - 464 - -0.99 - 0.70
GER 1.029 1.08 - 1 - 3 - 0.194 0.209 - 0.76 - 0.004 - 90 - -0.95 - 0.810
ITA 1.088 - - 1 - - - 0.495 0.369 - - - 0.000 - - - -0.97 -
-FRA 1.334 - 0.982 2 - - 1 0.295 0.109 - - 0.10 0.000 - - 0.314 -0.69 -
-USA q 0.945 1 0.018 0.013 0.0861 0.99
CAN q 0.923 1 0.415 0.162 0.1956 0.97
JPN q 1.079 3 0.001 0.000 0.0000 0.36
UK q 0.826 1 0.285 0.167 0.0009 -0.97
GER q 1.043 1 0.216 0.189 0.0001 -0.81
T 7 4;7 " ! 4CAtSCA∗t7;
7 : : 4+8: 75 :/ : 4:9. 75
+ " + 4?/75 4?L75 " W 4>???7;
7 " 4CAt ∆Zt7.
7 ! A ) 5 3 " 4>??L75
& & ! B T5 9D . 4 >V ! 75
, T 4 LV ! 75 B 9: ;
" / "
#
$
!
.4/7 A .4>7 " A A
∆Zt
∆Zt−1
CAt
CAt−1
=
a1 a2 b1 b2
1 0 0 0
c1 c2 d1 d2
0 0 1 0
×
∆Zt−1
∆Zt−2
CAt−1
CAt−2
+
ε1t
0 ε2t
0
" Xt=AXt−1+εt; 5 ! K !
K = α1 α2 β1 β2 =−h′(
A
1 +r)(I4− A 1 +r)
−1
∴K =− 1 0 0 0 ( 1
1 +r
a1 a2 b1 b2
1 0 0 0
c1 c2 d1 d2
0 0 1 0
)(
1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1
− 1 1 +r
a1 a2 b1 b2
1 0 0 0
c1 c2 d1 d2
0 0 1 0
) −1
' 5 " 5 β1 N " ! K !
β1 = −
a1(1 +r)(b1 +b1r+b2)
φ −
a2(b1 +b1r+b2)
φ
−b1(1 +r)(1 + 2r+r
2−a1−a1r−a2)
φ −
b2(1 + 2r+r2−a1−a1r−a2) φ
A φ = 1 + 2a1d1r+ 4r+a1d1r2−c1b2r−2c1b1r+a2d1r−d1−d2−a2−a1−c2b1r+ 6r2
−3d1r−2a2r−a2r2+a2d1+a2d2−c2b1−c2b2+a1d2r−c1b1r2+ 4r3+r4
−3d1r2−2rd2−3a1r−3a1r2+a1d1+a1d2−d1r3−r2d2−a1r3−c1b1−c1b2
- 5 !
(CA∗t − CA∗) =K(Xt− ) = α1 α2 β1 β2
∆Zt− ∆Z
∆Zt−1− ∆Z
CAt− CA
CAt−1− CA
) * B α1 = α2 = β2 = 0 β1 = 1; 5
" ! E 4 ; ;5 b1 = b2 = 07 β1 = 0; - 5
" " ! " .4/7 ; '
* " .4 7 " A C " A 5 " A ;
0 , , ! ' .4 7 A .4>75 " A A
∆Zt
;;; ;;;
∆Zt−p+1
CAt
;;; ;;;
CAt−p+1
=
a1 ap b1 bp
1 0 0 0 0 0 0 0
0 ;;; 0 0 0 0 0 0
0 0 1 0 0 0 0 0
c1 cp d1 dp
0 0 0 0 1 0 0 0
0 0 0 0 0 ;;; 0 0
0 0 0 0 0 0 1 0
∆Zt−1 ;;; ;;;
∆Zt−p
CAt−1 ;;; ;;;
CAt−p
+
ε1t
0
;;;
0 ε2t
0 ;;; 0
" Xt=AXt−1+εt; : !
5 " A b(L) = 05 3A
A= A11 0
A21 A22
A A11=
a1 ap
1 0 0 0
0 ;;; 0 0
0 0 1 0
SA21=
c1 cp
0 0 0 0
0 0 0 0
0 0 0 0
SA22=
d1 dp
1 0 0 0
0 ;;; 0 0
0 0 1 0
- 5 ! K A K =−h′BC−15 A B C E
B= (1+Ar) C = (I2p− 1+Ar); - B C
A C 4T9.27; : < 2 4>??175 5 ! "
3C A T9.2 3 4 8 A7;
4 C " 5 6 C = C11 C12
C21 C22
C11 C22 5 "7
% " C22 D≡C11−C12C22−1C21 C
C−1= D−1 −D−1C12C
−1 22
−C22−1C21D−1 C22−1 I+C21D−1C12C22−1
' 5 5C12= 0 −D−1C12C22−1 35 C−1
" A BC−1 T9.2 ;
5 ! K = α1 . . . αp β1 . . . βp ! 4 ! −h′7
E " 3 4BC−175 β
i (i= 1, . . . , p) N * ;