N
o593
ISSN 0104-8910
The Asymmetric Behavior of the U.S. Public
Debt.
Luiz Renato Lima, Raquel Sampaio
Os artigos publicados são de inteira responsabilidade de seus autores. As opiniões
neles emitidas não exprimem, necessariamente, o ponto de vista da Fundação
∗ †
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, t= 1,2, ..
and q = 1
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& θjM E & [0,1]→R & & & +
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5 < B ( <:B ( (
G "
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&
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"
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y =
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j βj
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" ( yt" y" & & Eθ (Ut) =
= 0.
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( ( ) ( ( <:B ) Ut" &
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& "
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& xt= (1, yt− , ..., yt−p)T <:B <0B (
) g (
( ( ( "U" & /
Qg U (τ) =g(QU(τ)) =g(τ),
& QU(τ) =τ Ut
) " ) '
/
min
{θ∈R }
n
t
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& ρτ ( , ( 3 E ( <8!HDB/
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) ( ( "
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V(τ) = min
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& xT
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( ) ( & p ) " &
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T tθ
& xT
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T
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,@ ( ( ( & /
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& s(τ)
s(τ) = 1
f(F− (τ)).
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+ & J ) , p ) '
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J /
sup
τ∈T Ln(τ)
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sup
τ∈T
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Q (τ)
& Q ( ) ( 1. . supQq( ),
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$
% " & ) (
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& βj =E βj,t , j= 1, ..., p. (
/
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where, R = [0p× :Ip] ( r= β , β , ...βp T
+ ( ( ( ) (
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r, r ( ( % " &
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( H " 3 E ( I < ##9 B (
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& "Z= lim√n(r−r).
)r ( ( f F− (τ) R − RT Z
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( ) ( ' ) 3 ) ' <3 B
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<8!D8B" Vn(τ) % & ( " df xdx f˙ ( ( ,
˙
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− (r)
T ,
(
C(s) =
s
˙
g(r) ˙g(r)Tdr.
+ ) K Vn(τ)" ( , ( /
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gn(s)TCn− (s) s
gn(r)dVn(r) ds,
& gn(s) ( Cn(s) g(r) ( C(s)
τ∈T" ( & ) 3 ) ' (
( /
KHn= sup Vn(τ) .
( " ( Vn(τ) )
( ( &
- ) & (/
= 1
n t
3 E ( I < ##9 B & E . @ <8!D$B ( A) <8!!9B
f
f ( 3 E ( <8!DHB" 3 E <8!!9B ( &
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% $
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<$B /
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4 " 3 E ( I < ##9 B
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) 4t'
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τ(1−τ)(Y− PXY− ) (α (τ)−1),
& " f(F− (τ)) f F− (τ) , Y
−
)) ( ( ( (yt− ) ( PX J @
) X= (1,∆yt− , ...,∆yt−p ).
3 E ( I < ##9 B & ) ( tn(τ)
& /
tn(τ)⇒δ W
−
W dW + 1−δ N(0,1)
& "W (r) =W (r)− W (s)ds (W (r) ( ( & > '
9 ) & &
" ( , ( ( (
" ) ( tn(τ) ( ( ( ( ( ' δ ) /
δ=δ(τ) = σωψ(τ)
σω .
. tn(τ) ( ( 1 <8!!$" )
88$$B δ # 8 4 ( δ " 1
)) ) +
( @
+ ) ( ) σω, σωψ(τ)
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# & % & (
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% & ( " , <(
( B ,@ ( & ( , " ( & ( '
) ) 7 . ( & ( (
" & ) & 3 E
> ( <8!!!B + ( ( <$B
θ(τ)(
V (τ) = min
{ϑ∈R } ρτ yt−x
T tθ
& xT
t = (1, yt− ,∆yt− , ...,∆yt−p )T (θ(τ)(
( ) ( & " &
V(τ) = min
{ϑ∈R } ρτ yt−x
T tθ
& xT
t= (yt− ,∆yt− , ...,∆yt−p )T. " θ(τ) ( θ(τ)( '
( ( ( )
> ( 3 E <8!!!B & &
) ( E (
) & ) <!B
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( H "Ln(τ) Xq & q
@ ( ( ( ( @
< B ( . ' (
& ( ) ( (q= 1)
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C ( , 7 . (
( ) + @ ( ) (
( $ @
) τ∈T" ( )
( + " " 3 ) ' <3 B
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3 E ( I < ##9 B ( τ ∈ T = [τ ,1−τ ]
τ >0 & ) ) ( )
/
QKS= sup
τ∈T |
Un(τ)|, <8#B
& Un(τ) G ( ) /
Un(τ) =n(α (τ)−1).
3 E ( I < ##9 B )) @ ) (
<8#B ( ) ) < B %
& & @ ( ( ) (
( E ( < B ( &
( ) ( ( ( ( @
) % ( & (
" & & )
/
H : y= 0
H′ : = 0
. ( p ( ) )
yt = θ (Ut) +θ (Ut)yt− +...+θp(Ut)yt−p
= +β ,tyt− +...+βp,tyt−p+ut
& ut=θ (Ut)− .A & τ (
yt )
Qy (τ |yt− , ..., yt−p) =θ (τ) +θ (τ)yt− +...+θp(τ)yt−p
( ( & ( G " Qu(τ) =
θ (τ)− " & τ =QU(τ) U
" @ & ( ) @ '
( ( ) < G ( B
yt= +β yt− +...+βpyt−p+vt <88B
H′ ( ( ) '
t=
SE( ).
1 & " ) " & vt )
( " "
vt= β ,t−β yt− +...+ βp,t−βp yt−p+ut,
&
) ( " & ( ( ( ( H : y= 0
) ) ( ( ( ( ( . <8!D0B (
A ) E <A B E
( E ) ( ( )
( " E ) & E ( ( ) "yt
( A ( @
'
*
4 " & @ 1 ( 4 ( " '
( ( ( ( ) < ##9B ( ( '
( ( ( ( 8!0# 8!!D
(J ( )
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4 ) 8 ( ( ( ( ( ( '
( ) + @ <8!D!B ( ) * " ) ( '
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& ' (" & ( !#F ) ( )
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% (( " & ) ( ( (
( 8!H9 ( 8!H!" & ( , (
( - ) ) , J
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#
+ , ( ) ( 5 < B ( <9B )
3 ) ' ( + )
) & & p=p = 3" /
Qy (τ |yt− , ..., yt−p) =θ (τ) +θ (τ)yt− +θ (τ)yt− +θ (τ)yt− .
( @ ( T = [0.1,0.9] & 0.005 A @ " &
( ( ( " " & ( (
/
$1 ( 4 <8!D0B ( ( ( ( (J ) G
H :θ (τ) = 0, f or all τ ∈T.
( 8 . & ( ( &
<8!!:B + ) yt− @ ( (
(
( ( " & ( ) (
( " & ( ( /
H :θ (τ) = 0,
& ( % ( (" & (
) @ ( ( " )
) ( p = 2 ( ( & (
( (
% " ( & /
yt= +β ,tyt− +β ,tyt− +ut
& ( 4 0/
yt= +α ,tyt− +α ,t∆yt− +ut.
& ) ( yt ) (
( ( ( ( 4 " /
Qy (τ|yt− , ..., yt−p) =θ (τ) +β (τ)yt− +β (τ)yt− , <8 B
Qy(τ |yt− , ..., yt−p) =θ (τ) +α (τ)yt− +α (τ) ∆yt− . <8:B
A ( ( ( (
) < ##9B , (" )
& J ) ( )) ( ( '
) @ ( ( > " ( ))
) G " α,t (α ,t" (
'
$
+ ( ( (
( ( ( + , *
β (β "β ,OLS (β ,OLS" " & &
β (τ) =β ,OLS (β (τ) =β ,OLS <8 B τ∈[0.05,0.95]
# ##$ + )
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( ( , ) <8!H$B (& ( 0.6hB )
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) 3 E ( I < ## B (
) [0.05,0.95] ( $N 89# "
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( ) ' tn(τ) 9 (
) ( A
α (τ) ( & & & ) "
)) ) ( ( (
& ( ( 9 ( '
tn(τ) (δ J J
H : α (τ) = 1 ) H : α (τ) < 1
. & ( )
88 @ ( 1 <8!!$" ) 88$$B A " & "
J ( & ( 1 "
)) & ( ( (
G ) " ) (
( , ( ) & /
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H : θ (τ) = 0 J ( & ( )
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( (& ) @ & ( )
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( B )) ) ( "
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() G ) )
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( τ = 0.3 ( 0.8. % & ( " & &
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( ( ) & ( J ( ( 4 ) (
: ' 0.3th ( 0.8th (
( ( ( " J ( &
( ( ( A ,)
) ( ( ( ( ( ( ( (
80
H ( ( )
( / & ) , ( (
E " ) ) F " ( 6 & &
( @ ( ) (
( ( E E ( & D
( ( & ( +
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. F ( )) ( )
( ( ( ) ( , & (
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) & ( ( )
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(
+ ( 53 ( @ ) <HB
T = [0.1,0.9]& 0.005 & (
) ( ' ( E ( ( (
< ##:B ! ( ( C
E ) "b, + ( ( 8#"###
A ( '
& E ( ( ) ) ( )
( E E ) " ( ( (
( ' < ( @ ( B
( ( ( ( (
& ) , $N b< @ b= 8"
& & J ) , 8#NB "
! )) ( ( ( ( )
+ & ( ( (
( " H : y = 0 ) '
( ) =E[θ (Ut)] = 0 A
& ( θ (τ) = 0 ,@ ( % "
$ & & J θ (0.5) = 0 1 " (
) ( θ (Ut) " J
θ (0.5) = 0& ( J = 0 1 & " ( '
θ (Ut) E & ( " " $ (
( = 0 & J θ (τ) = 0
( ( ( ) ( " " τ = 0.3,0.4,0.5,0.6,0.7
A " ( θ (Ut) ) E & ( ( &
( + ( ' ( ( (
A ) ( & 8#"### $N '
8# ' ( ( (
( )) ( ) '
( C ( &
53 ) ( (
)
) ) " ( ( ( ( )
( ( ,@ (
τ % & ( " ( & ( ( ( )
& ( C ( ,
E ( ( ( ( )
)
+
#
% & E" & @ ( & , '
( ( 8!0# 8!!D & E
( ( & ) & '
+ @ <8!D!B ( ) < ##9B 4 & )
( )) @ ) ,
< )" ##92 ##9B" & ) ( '
( 3 E ( I < ##9 " ##9 B ( (
( (
* ( ) ( '
) ( , ( + '
, ) @
( ( ( ) '
& & % " ) , &
( , (/ <8B & ( &" , 2 < B
( ( < ( ( )B ( " , '
) & & ( ( 2 <:B & (
) " , " ) ( (
( &
+ ( ( E ' ( (
( & ( ( ( % &
( & ( ( ( (
& ( E * (" ( ( & (
( ) ( , + & (
( E ' ' ( (
( ( & )'
% & P ) " &
) ) ( ( , 4
F " ) ( (
5
( 4 ( (
( ( @ @ ( " ((
" & (
* , - t− .
@ ( ( supτ∈TLn(τ) 5% 10% H :
θ (τ) = 0
yt− : :8 ! :8 H :0 do not reject
* , - yt− .
@ ( ( supτ∈TLn(τ) 5% 10% H :
θ (τ) = 0
yt− :# !# ! :8 H :0 reject
* , $
. G 5% OLS
βj
H :
βj(τ) =βj,OLS yt− 4.190 2.140 1.56 reject
yt− 3.123 2.140 −0.63 reject
' tn(τ).
τ α (τ) n(τ) δ H :α (τ) = 1
. 8 #:! !!D # #$8
. 8 #:8 : !$ # 8D9
. # !!H '# $ # 8#H
. ' # !08 ': D9 # 888
. + # !$# '9 HD0 # #!D
. / # !9: '9 H!$ # 89#
. 0 # DH! 'H DD9 # 80!
. 1 # D0: '8# 9$0 # :!9
+ * , &
τ (τ) n(τ) :
(τ) = 0
. '9: 0 ! 0 0:
. ':$!!9 9 $ #08
. '8 9D 0H # 09!
. ' 8 $9D H8 # D
. + #!!H !! # !!8
. / 009! $ 8 !8
. 0 0H$!$ :D : D #
. 1 D!#H$ 90 8# 80:
. 2 !0!98 8: 8: H98
/ $ , ,
τ $ 3 ) $
. ' ' '
. ' ' '
. ' *E '
. ' *E *E *E
. + *E *E *E
. / *E *E *E
. 0 *E *E *E
. 1 *E ' '
. 2 *E ' '
0 . 1
4 , 5
6
8!H$ ) ,
8!D8 ( 8!D: ) (
8!DD ) ) F
8!!8'! 6 +
1 .
4 , 5
6
8!0$ ( 8!0! F
8!H:'H9 A @ F
8!HH'H! . F
8!DH @ 8!D0 (
- ) , .
8!!H'!D . F (
2 * ,
E )
b QKS
5% 10%
H :α = 1
8 6.3139 6.4807 5.6270 reject at10% 12 6.3139 5.9743 5.1330 reject at5% 16 6.3139 5.8237 5.1770 reject at5%
. ,
t 2.5% critical value
97.5%
critical value H :intercept= 0
1,45 10− −1,84 10− 9,36 10− do not reject at5%
, tn(τ)
δ % % %
. 2 ': :! ' D8 ' $#
. 1 ': :0 ' H$ ' 90
. 0 ': :# ' H ' 98
. / ': 9 ' 09 ' :
. + ': 8! ' $D ' $
. ' ': 89 ' $8 ' 8H
. ': #0 ' 9# ' #0
. ' !8 ' D '8 !
. ' HD ' 8 '8 H$
/
-/
,
> ( ( 3 E <8!!!B K% &
) " ( ( ( '
( ' E <8!0$B (
F F ( <8!H!B '( %
( ( (
" P ( '
% ( " &
( G * (" & &" '
( " & ( K "
τ ) ( "
s(τ) = f F− (τ) −
( s(τ) ' ( & & ('
( F ( ( C ) ( F F− (t) = t. + , (
( 2
d dtF
− (t) =s(t).
" J ( C ) ( F ( ( '
f" ( C ) F− ( s
" s(t)& ( C
2 "
sn(t) =
Fn− (t+hn)−Fn− (t−hn)
2hn
.
& Fn− F− ( hn (& ( ( #
n → ∞. (& ( ( , ) <8!H$B ( ( (
) ( ( ( (
n− :
hB=n−
4.5s (t) (s′′
(t)) .
% s( ),& )' 6
( (& ( (
hB =n−
4.5φ Φ
− (t)
2 (Φ− (t)) + 1
.
3 E ( I < ##9 B > . ( , )
(& ( ( ( (& ( )
" )) (
, ) (& ( (h= 0.6hB)
* & )F− (s)
( ( ( 3 E <8!D B"
Q(τ|x) =xTα(τ).
% "f F− (t) (
fn Fn− (t) =
1
sn(t) =
1.2hB
xT(α(τ+ 0.6hB)−α(τ−0.6hB)).
4 )' ( " & E
σω =
M
h −M k h
M Cωω(h)
σωψ(τ) = M
h −M k h
M Cωψ(h)
& utτ =yt−xTtα(τ)" ψτ(u) =τ−I(u <0) ( ω = ∆yt. +
) & ( &
k h
M = 1− h
1 +M,
& k( ) ( , ( [−1,1]& k(0) = 1
(& ( < B M ( &
M= integer 4 n 100 .
Cωω(h) ( Cωψ(h)
ω ( & ω (ψ" " /
Cωω(h) = 1
n ωtωt h
Cωψ(h) = 1
n ωtψτ ut h τ
0
7
8
9 8
:788;
A ( ( & /
y ( ( ( l≡
ln∈[1, n] ) (b ≥1 ) ) )lb≤n. "
( , ) E
Qi= yi− l , ..., yil T
, i= 1, ..., b.
8/ ( E Q∗, ...,Q∗
k &
{Q , ...,Qb} ) k >1.
/+ m=kl" ∗
m,n (
y∗ ≡ y∗, ..., y∗
l;...;y∗{b− l }, ..., y∗m (
& ) Q∗, ...,Q∗
k " /
) 8' ) (BB) &
( ' ∗m,n, ..., ∗m,nBB . ( (
( ' ∗m,n, ..., ∗m,nBB ( @ ( '
y. Ct∗ λ (Ct∗ 1−λ 100λ ( 100 1−λ
( ∗
m,n "
P∗ ∗m,n≤Ct∗ λ
2 =
λ
2
(
P∗ ∗m,n≤Ct∗ 1−λ2 = 1−λ2.
& J ( (1−λ)
y≤Ct∗ λ
2 y≥C
∗
t 1−
λ
2 .
0
*
8
8
9 8
,
)
*
( ) ( ( )
( ( ( < ##:B
4 ) & @ " '
{yt} ( <
B " %<8B" " ) ( ( 2 " %<8B (
{yt} " , ( C
( /
H : {yt} %<8B <89B
H : {yt}
K ( (
( ) ( ( '
< B
G ) ( '( " ) ( 2
( ) ' ( '(
(
E & (
( C ( (O ( ( (
( ( ) ( 4 '
" ) E ( C (
& )" " ( ) ( )
, " ( ) & K
* ) ) <89B '
α& α = 1 H " & α = 1
H * ( ( ( & α " ( (
< ##:B )) ( , ) & {Ut} /
Ut= (yt−β−αyt− )
t = 1,2, ... & β ( , ( β =E(yt−αyt− )
E(Ut) = 0. & (
H (O H .
% ( E & ) & E " & &
( 4 4 " ( 4 &
∆yt=αyt− +
p
j
αj ∆yt−j+ut <8$B
( αn * α A @ " ( , ( ( C
Dt=yt−yt− −
1
n−1
n
s
(ys−ys− ).
( C ) ( C )
{yt} ) 4 ) <8$B + & (
) ( 4
T RBBB D F T
8/ , ( (
Ut= (yt−αnyt− )− 1
n−1
n
s
(ys−αnys− ), t= 2,3, ..., n
& αn α ( ( ( {y , y , ..., yn}.
/ . ) b(< n)" ( i , i , ..., ik− ( & (
& ( {1,2, ..., n−b};& k= n−b , ([ ]
( ) . (
( ' y∗, ..., yl∗" & l=kb+ 1, & /
yt∗= y
β+y∗
t− +Ui s
f or t= 1, f or t= 2,3, ..., l.
&
m = (t−2)
b s = t−mb−1
( β ( √n'
(( " ( ) ( ' l ( ( ' ( ( D∗, D∗, ..., D∗
l & / 4 , E b+ 1 '
& D∗= 0 (
D∗j =Di j− j= 2,3, ..., b+ 1.
4 (m+ 1) E"m= 1, .., k−1& ( ,
Dmb∗ j =Di j, & j= 1,2, ..., b.
:/ + ) yt∗ yt∗− ( D∗− , D∗t− , ..., D∗t−p.
G y∗t− ( '
α∗.
9/ ) ': ) (BB)& '
( ' α∗, ..., α∗BB. ( (
( ' α∗, ..., α∗BB ( @ ( '
αn ( H :α= 1. τ'
( ( @ τ'
( < ( H B" & ( ( τ'
H
T RBB K S
) ( QKS) <8#B" & &
8 ( ( ( : ( 9
:F/ + ) y∗t y∗t− (
D∗− , Dt∗− , ..., Dt∗−p. G y∗t−
( ' α∗(τ).
9F/ ) ': ) (BB)& '
( ' α∗, ..., α∗BB.+ ) ( '
QKSi∗= sup
τ∈T |
n(α∗i (τ)−1)|, for i= 1, ..., BB.
( ( ( ' QKS∗, ..., QKS∗
BB '
( @ ( QKS ( '
H :α= 1. τ' ( (
@ τ' ( < ( H B"
& ( ( τ' H
* ) ( ( ) (
( 3 E ( I < ##9 B ( ( C ) &
J , ( & & " " @ ( '
( & ( )
) ( ) ) ) '
< ( B & E ( (
( " ) " ( (
{yt} ( (
(
& b E )
) ( ' ( E
( & E ( ( ( ' ( ( )
& * " E
( ( & ( ( F &
) ( ( ( ( &
( E )
b→ ∞ √b
n →0.
A " b ( "
& ( & b '
" & ( ( ( ( '
& ( ( < ##:B R
& E ( ( ) (O
0 0,5 1 1,5 2 2,5
1955 1960 1965 1970 1975 1980 1985 1990 1995 2000 2005
Year B il li o n s o f 1 9 8 2 -1 9 8 4 D o ll a rs Undiscounted Debt Discounted Debt
4 ) 8/ ( ( ( (
0 0,1 0,2 0,3 0,4 0,5 0,6 0,7 0,8
1960 1965 1970 1975 1980 1985 1990 1995 2000
Year D is c o u n te d D e b t in b il li o n s o f 1 9 8 2 -8 4 U .S . d o ll a rs Forecast 0.3 Original Data
4 ) / ( ( ( # : ( '
0 0,1 0,2 0,3 0,4 0,5 0,6 0,7 0,8
1960 1965 1970 1975 1980 1985 1990 1995 2000
Year
D
is
c
oun
te
d
D
e
bt
i
n
B
il
li
ons
of
1
9
8
2
-1
9
8
4
dol
la
rs
Forecast 0.8 Original Data
* ,
S8T " > E & A6" 1" ; E 8!D! ) '
-G / ( - ( +//8'
#
S T ( & +3 8!!: % (
. ) + E & . ) / / D 8'D$0
S:T " . " 4 ##9 ( -C ('
) , ! ' < B/ 89'
S9T 8!H! * ( " # $
10<$B/ !9#'H8
S$T , ) - 8!H$ - 4 ) * (
% " 0/ 8'H
S0T . - 8!D0 > ( - ) 7 '
6 & %
'/ 88H8'88H!
SHT . @ 8!D$ > ( A - ) '
4 % '
0/ H8' DD
SDT ) ##9 ( -@ ( ) ( ( ( /
4 L 4 ) " % $
S!T 1 EE . " > 8!!8 % () , ) L
! '/ 9 !'99$
S8#T 1 " 4 > 8!D0 * 6 '
& )/ 4 & E - ) %
0// D#D'D8!
S88T 1 8!!$ E ) / 1 &
. & & 1/ 889D'88H8
S8 T 1 ) 8!!8 . ) ( 6 & ) . / - '
( ( " (
2<8B/ !H'88
S8:T 1 ) 8!!$ 1 4 ( () , . ) (
U L ! <8B/ 8#9'8D
S89T 3 ( - 8!D8 > ) 6 ( 4
& # % // 90' 0$
S8$T 3 E " 6 8!HD ) 5 '// ::' 9!
S80T 3 E " 6 8!D 1 (l
-+./ 8$HH'8$D9
S8HT 3 E " > ( 4 8!!! 6 ( 4 ( ( %
5 ) " % % $
!9<99DB/ 8 !0'8:8#
S8DT 3 E 8!!9 . ,( % ) 5 % #
# % ) :9!':$!" ) '7 )
S8!T 3 E " I ; ## % 5 )
0./ 8$D:'808
S #T 3 E " I ; ##9 5 ) " & E ) '
% '. ) /
/OO&&& ( O V ) O O O ! (
S 8T 3 E " I ; ##9 5 ) %
4 )" % %
S T A) 8!!9 ) - %' " )
* + +<$B/ 8##:'8# $
S :T ( -" A ##: ( ' ( E
) 0 <:B/ D8:'D$$
S 9T - 8!H! A > ( ) "
% % 0'/ 8#$'8 8
S $T & 8!D! - > ) > ( ( 5
% , ' $
. ()
S 0T 5 .- 8!!$ , +
" ( <9B/ 9#!'98H
S HT 8!HD > ( ) % '/
90$'9H8
S DT & 6 8!HD - ) > ( & %
// 908'909
S !T (( > 8!0# 5 4
" , ( /' / 89$'8$#
S:#T -" 8!!9 % () , ) L 4
S:8T " + .- 8!DD . ( " 6 F ()
. ( ) "
* / 9 $'999
S: T E 8!0$ + . % L # $
+ , % + / 8 H'8:9
S::T + @ 8!D! 6 , / %
'7 & ) . " ' *
( + / !8':#0
´
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