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N

o

593

ISSN 0104-8910

The Asymmetric Behavior of the U.S. Public

Debt.

Luiz Renato Lima, Raquel Sampaio

(2)

Os artigos publicados são de inteira responsabilidade de seus autores. As opiniões

neles emitidas não exprimem, necessariamente, o ponto de vista da Fundação

(3)

∗ †

!" ##$

% & ' ( '

) ) ( ( ) &

) & (

* ( ( * (

(" ( + , ( ,

( ( & (

( ( )

• - . , / . " -0#" 10#2

• 3 & ( / 4 " )' " 5 ) '

6 ( - " 6 7 ) 4 ( " ( ) 8!#"

88#9" ( " $:'!##" ;% < ' / = )

> ( ' ? ? - " ? ( 8 ' " > '

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( C , ) )' ( 4 '

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( , ) ( , ( ( 8!9H/ ## /8"

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(" ( (

% & ( )

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% & ( " ) G E ( C < '

B ( C

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& ( G +

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( ( ) < ##9B + @ <8!D!B" ( &

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) 2

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( C 1 " & ( (

( ( E & ( E ) (

+ E ) ( )

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' ) < ##9B ( < ##9B" '

( ( ( ,

" & E ) ( ,

% ( (" ) < ##9B ( < ##9B ( @'

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@ E ( ( 6

(6)

( ( ( ) ) " ) & 2

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( ' < ( ) B (

( & ( ( ( (

( " ( ( )

" " ( & ( ) & (

)) )

( & )' ( " ) ) E

( &

( ) ( & A @

(( ( : ( 9 ( ( (

( ( $ " (

0

) ( & /

bt= (1 +rt− )bt− −st <8B

& /

bt E ) ( ( 2

rt− @'

st (

qt ( ( E ( " ( , (

/

qt= t−

j

1 (1 +rj)

, t= 1,2, ..

and q = 1

"qt (r ,r ,..., rt− ) ( E & (

)qt & <8B & ( (

( /

qtbt = qt(1 +rt− )bt− −qtst qtbt = qt− bt− −qtst

Bt := qtbt ( ( ( ( E (

" (St:=qtst ( ( ( E

( /

(7)

) & ( ( /

Bt=Bt N+ N

j

St j. < B

( 1 ( 4 "

) ( ( K+

< ( J B &

( @ , < B A ) ) K %

@ ( ) A ) , " ( (

( @ ( ( (

/

Bt= lim

N→∞EtBt N+ ∞

j

EtSt j

lim

N→∞EtBt N = 0⇒

⇒Bt=

j

EtSt j

& ( ' & ) < 7 .B

7 . ) ( , "

) ( & E ,

/ ) ) ( , ( 2

( , ( & G )

+ @ <8!D!B )) /

, & ( @ ( ) ( , (

' & ) & ( (

" ) ( ( ( " & & ( )

& , L * "

& ) J Bt N 4 7 .

(" J ) . ) (

" " )

( C " ( )

(

) ( (

: ( 9" & & ( ( ( (

(

+ ) ( ( (

( ( ) ) ( ( ( 3 E

(8)

( I < ## " ##9 " ##9 B ( ( G

( & ) G ( (

( τ (0,1). " ( )

( ( (

(

+ ) ( " & )

) ( )

( ,@ ( &

( , < J ( B

& ( & & (

( , " & (

{Ut} ( ( ( ( " ( (

p ( ) "

yt=θ (Ut) +θ (Ut)yt− +...+θp(Ut)yt−p <:B

& θjM E & [0,1]→R & & & +

& ( QAR(p) ( :

5 < B ( <:B ( (

G "

yt= +β ,tyt− +...+βp,tyt−p+ut <9B

&

= Eθ (Ut) ut = θ (Ut)−

βj,t = θj(Ut), j= 1, ..., p

"{ut} ( ( & ( F( ) =

θ− ( + )" ( βj,t G ut (

"

( yt 3 E ( I < ##9 B ) '

( yt % & ( " &

yt, ) <9B ( ,

"

1

n n

t

yt− y ⇒N 0, ωy ,

(9)

y =

1− p

j βj

ωy = lim1

nE n

t

yt− y

βj = E βj,t , j= 1, ..., p.

" ( yt" y" & & Eθ (Ut) =

= 0.

QAR(p) ( @ ( ) &

( '

5 <8B " ( & ) @

yt=β ,tyt− +ut

& β ,t =θ (Ut) = min{γ +γ Ut, 1} ≤1& γ ∈(0,1) (γ >0. %

( " Ut > −γγ ( ) yt ( )

( " Ut& (

" ( @

) ( E

" & ) ( (

( "

) )

( <9B & ( (

4< ) ( E '4 B /

yt= +α yt− +

p−

j

αj ∆yt−j+ut <$B

& " ( ) <:B"

α,t = p

s

βs,t and

αj ,t = − p

s j

βs,t, j= 2, ..., p.

% ( " ) G α,t

) ( , ( )

( " α,t= 1"yt ( 2 ( |α ,t|<1"

yt

A - <:B" <9B ( <$B

(

-( ( @

(10)

( ( ) ( ( <:B ) Ut" &

τ ( yt & "

Qy (τ |yt− , ..., yt−p) =θ (τ) +θ (τ)yt− +...+θp(τ)yt−p <0B

& "

Qy (τ|yt− , ..., yt−p) =xTtθ(τ),

& 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

ρτ yt−xTtθ <HB

& ρτ ( , ( 3 E ( <8!HDB/

ρτ(u) = τ u, u≥0 (τ1)u, u <0 .

) ( ( "

( (

> " ) " ) ( ( ( '

(

" ( G

!

" #

- <9B ) p ( ) ( + & (

& ) ) p.+ & 3 E ( > ( <8!!!B

) @ p

H :θp(τ) = 0, τ∈T <DB

( @ T⊂(0,1). θ(τ)(

V(τ) = min

{θ∈R } ρτ yt−x

(11)

& xT

t = (1, yt− , yt− , ..., yt−p)T (θ(τ)( '

( ) ( & p ) " &

V (τ) = min

{θ∈R } ρτ yt−x

T tθ

& xT

t= 1, yt− , yt− , ..., yt−p−

T

. " θ(τ) ( θ(τ) ( '

( ( ( )

> ( 3 E <8!!!B & <DB )

( E ( ) &

{ut} ( ( & ( '

" " F, ( ) ) (

,@ ( ( ( & /

Ln(τ) =2

V (τ)−V(τ)

τ(1−τ)s(τ) <!B

& s(τ)

s(τ) = 1

f(F− (τ)).

" ( '( "

" & & ( ( @

+ & J ) , p ) '

G & T < ,@ ( B

3 E ( > ( <8!!!B )) ) 3 ) ' '

J /

sup

τ∈T Ln(τ)

( & ( <DB/

sup

τ∈T

Ln(τ) sup τ∈T

Q (τ)

& Q ( ) ( 1. . supQq( ),

@ ( ( & <8!!:B

$

% " & ) (

( 5 & E & ( τ

<9B/

θj(τ) =βj, τ"

& βj =E βj,t , j= 1, ..., p. (

/

H : Rθ(τ) =r, & E & r

where, R = [0p× :Ip] ( r= β , β , ...βp T

(12)

+ ( ( ( ) (

Rθ(τ) =r& r &

r, r ( ( % " &

( ( % & E

Vn(τ) =√n R − − − Rθ(τ)−r

( H " 3 E ( I < ##9 B (

Vn(τ)⇒Bq(τ)−f F− (τ) R − RT Z

& "Z= lim√n(r−r).

)r ( ( f F− (τ) R − RT Z

(( '( & () "Bq(τ)" '

( ) ( ' ) 3 ) ' <3 B

( " 3 E

( I < ##9 B ) " ( 3 (

<8!D8B" Vn(τ) % & ( " df xdx f˙ ( ( ,

˙

g(r) = 1, f˙ f F

(r)

T ,

(

C(s) =

s

˙

g(r) ˙g(r)Tdr.

+ ) K Vn(τ)" ( , ( /

Vn(τ) =KVn(τ) =Vn(τ)− τ

gn(s)TCn− (s) s

gn(r)dVn(r) ds,

& gn(s) ( Cn(s) g(r) ( C(s)

τT" ( & ) 3 ) ' (

( /

KHn= sup Vn(τ) .

( " ( Vn(τ) )

( ( &

- ) & (/

= 1

n t

(13)

3 E ( I < ##9 B & E . @ <8!D$B ( A) <8!!9B

f

f ( 3 E ( <8!DHB" 3 E <8!!9B ( &

<8!DHB 9

% $

( (

<, B & ( %

C , )' E ) '

& & ( ( & & (

> " ( ( ( 4 ( ( ,@ (

( ) " & (

( ( ( ( E & (

E ) ( + E ) '

( ) ) ( ( ,

% $ % &

& (" (

5 < B & E + @ 4

<$B /

H :α (τ) = 1, ( τ(0,1)

4 " 3 E ( I < ##9 B

) ( E'4 < 4B ' tn

) 4t'

( ) /

tn(τ) =f(F− (τ))

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 ) & &

" ( , ( ( (

(14)

" ) ( tn(τ) ( ( ( ( ( ' δ ) /

δ=δ(τ) = σωψ(τ)

σω .

. tn(τ) ( ( 1 <8!!$" )

88$$B δ # 8 4 ( δ " 1

)) ) +

( @

+ ) ( ) σω, σωψ(τ)

( @

# & % & (

" & ( (

% & ( " , <(

( 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

( ) ) 3 E (1982) ) " &

( H "Ln(τ) Xq & q

@ ( ( ( ( @

< B ( . ' (

& ( ) ( (q= 1)

' ( $

) ( , '

) ) & )' ( '

C ( , 7 . (

( ) + @ ( ) (

(15)

( $ @

) τT" ( )

( + " " 3 ) ' <3 B

( ) τT

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( ).

(16)

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 ( )

' & ) $

4 ) 8 ( ( ( ( ( ( '

( ) + @ <8!D!B ( ) * " ) ( '

( " ( ( (

& ' (" & ( !#F ) ( )

. F

% (( " & ) ( ( (

( 8!H9 ( 8!H!" & ( , (

( - ) ) , J

" ( @

" (

'

"

#

+ , ( ) ( 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

(17)

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,OLS" " & &

β (τ) =β ,OLS (β (τ) =β ,OLS <8 B τ[0.05,0.95]

# ##$ + )

3 ) ' 4 & ) 3 E ( I < ##9 B &

( ( , ) <8!H$B (& ( 0.6hB )

04 E " & ( 4 @ ("

3 ) ' ( & @

( 8 (

(18)

) : &

) 3 E ( I < ## B (

) [0.05,0.95] ( $N 89# "

( @ ( (

( (

'

%

( ( ( ( ( ( ( " &

, @ ( 5

( ) ' 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 ) " ) (

( , ( ) & /

< ##9B ( ) ( )

( ( & () ( , ( " ) (

) ( , ( " & ,

(

$ ( ( (

( ( (

( ( ( , )' E (

( " & ( 3.84 χ

& ) , $N

+ ( (

H : θ (τ) = 0 J ( & ( )

G ( J ( (" )'

( ( ( ( (

( , G ( +

& 0 ( 9 ( $" & , (

( ( C ) ( ) ( /

8 & < # 8 # :B (

( ( G ( " )

( + )

" ) & " )) )

E ( & )" ( & (

(19)

& ( ( @ G @ "

( (& ) @ & ( )

) ( H " ) ( '

& , ( ( )

G @ ( J ( 2

( ( < # 9 # HB '

" & ( ( ( ' 2

: ) < # D ( # !B" ( ( ( &

" ( ) <(

( B )) ) ( "

) E ) ( (

() G ) )

) " , , (

( ( )

1 " , ( ) )) @ ( "

( ( & (

( + ) ( E '

( τ = 0.3 ( 0.8. % & ( " & &

( & ( ( ( (

( ( ) & ( J ( ( 4 ) (

: ' 0.3th ( 0.8th (

( ( ( " J ( &

( ( ( A ,)

) ( ( ( ( ( ( ( (

80

H ( ( )

( / & ) , ( (

E " ) ) F " ( 6 & &

( @ ( ) (

( ( E E ( & D

( ( & ( +

( ( ) & ( ( & (

( ( ( ) , (J " . F

" @ 8!D0 ( - ) , . " (

. F ( )) ( )

( ( ( ) ( , & (

& ( ( G

H ) ( @ ' ' '

) & ( ( )

(O ( ( "

( ) )

( ( (& ) < "8!H!B

(20)

' '

(

+ ( 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" & @ ( & , '

(21)

( ( 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 ( (

( ( @ @ ( " ((

" & (

(22)

* , - t− .

@ ( ( supτ∈TLn(τ) 5% 10% H :

θ (τ) = 0

yt− : :8 ! :8 H :0 do not reject

* , - yt− .

@ ( ( supτTLn(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

(23)

+ * , &

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 +

(24)

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− 1,84 109,36 10do 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% &

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) " ( ( ( '

( ' 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).

(26)

% "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 " /

(27)

) 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

(28)

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

n1

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, ..., nb};& 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 = tmb1

( β ( √n'

(29)

(( " ( ) ( ' 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& ( ,

Dmbj =Di j, & j= 1,2, ..., b.

:/ + ) yt∗ yt ( D∗ , D∗t , ..., D∗tp.

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 , ..., Dtp. 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} ( (

(

(30)

& b E )

) ( ' ( E

( & E ( ( ( ' ( ( )

& * " E

( ( & ( ( F &

) ( ( ( ( &

( E )

b→ ∞ √b

n →0.

A " b ( "

& ( & b '

" & ( ( ( ( '

& ( ( < ##:B R

& E ( ( ) (O

(31)

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 ) / ( ( ( # : ( '

(32)

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

(33)

* ,

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-G / ( - ( +//8'

#

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% " 0/ 8'H

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& # % // 90' 0$

(34)

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5 ) " % % $

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# % ) :9!':$!" ) '7 )

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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

(35)

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

(36)

´

Ultimos Ensaios Econˆomicos da EPGE

[568] Paulo Klinger Monteiro. First–Price auction symmetric equlibria with a general

distribution. Ensaios Econˆomicos da EPGE 568, EPGE–FGV, Set 2004.

[569] Pedro Cavalcanti Gomes Ferreira, Samuel de Abreu Pessˆoa, e Fernando A. Ve-loso. On The Tyranny of Numbers: East Asian Miracles in World Perspective. Ensaios Econˆomicos da EPGE 569, EPGE–FGV, Out 2004.

[570] Rubens Penha Cysne. On the Statistical Estimation of Diffusion Processes –

A Partial Survey (Revised Version, Forthcoming Brazilian Review of Econome-trics). Ensaios Econˆomicos da EPGE 570, EPGE–FGV, Out 2004.

[571] Aloisio Pessoa de Ara´ujo, Luciano I. de Castro Filho, e Humberto Luiz Ataide Moreira. Pure strategy equilibria of multidimensional and Non–monotonic

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[572] Rubens Penha Cysne e Paulo C´esar Coimbra Lisbˆoa. Imposto Inflacion´ario

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[573] Renato Galv˜ao Flˆores Junior. Os desafios da integrac¸˜ao legal. Ensaios Econˆomicos da EPGE 573, EPGE–FGV, Dez 2004.

[574] Gustavo M. de Athayde e Renato Galv˜ao Flˆores Junior. Do Higher Moments

Really Matter in Portfolio Choice?. Ensaios Econˆomicos da EPGE 574, EPGE–

FGV, Dez 2004.

[575] Germ´an Calfat e Renato Galv˜ao Flˆores Junior. The EU–Mercosul free trade

agreement: Quantifying mutual gains. Ensaios Econˆomicos da EPGE 575, EPGE–FGV, Dez 2004.

[576] Andrew W. Horowitz e Renato Galv˜ao Flˆores Junior. Beyond indifferent players:

On the existence of Prisoners Dilemmas in games with amicable and adversarial preferences. Ensaios Econˆomicos da EPGE 576, EPGE–FGV, Dez 2004.

[577] Rubens Penha Cysne. Is There a Price Puzzle in Brazil? An Application of

Bias–Corrected Bootstrap. Ensaios Econˆomicos da EPGE 577, EPGE–FGV,

Dez 2004.

[578] Fernando de Holanda Barbosa, Alexandre Barros da Cunha, e Elvia Mureb Sal-lum. Competitive Equilibrium Hyperinflation under Rational Expectations. En-saios Econˆomicos da EPGE 578, EPGE–FGV, Jan 2005.

[579] Rubens Penha Cysne. Public Debt Indexation and Denomination, The Case

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(37)

[580] Gina E. Acosta Rojas, Germ´an Calfat, e Renato Galv˜ao Flˆores Junior. Trade and

Infrastructure: evidences from the Andean Community. Ensaios Econˆomicos da

EPGE 580, EPGE–FGV, Mar 2005.

[581] Edmundo Maia de Oliveira Ribeiro e Fernando de Holanda Barbosa. A Demanda

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[582] Fernando de Holanda Barbosa. A Paridade do Poder de Compra: Existe um

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[583] Fabio Araujo, Jo˜ao Victor Issler, e Marcelo Fernandes. Estimating the Stochastic

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EPGE–FGV, Mar 2005.

[584] Rubens Penha Cysne. What Happens After the Central Bank of Brazil Increases

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[585] GUSTAVO GONZAGA, Na´ercio Menezes Filho, e Maria Cristina Trindade Terra. Trade Liberalization and the Evolution of Skill Earnings Differentials

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[586] Rubens Penha Cysne. Equity–Premium Puzzle: Evidence From Brazilian Data. Ensaios Econˆomicos da EPGE 586, EPGE–FGV, Abr 2005.

[587] Luiz Renato Regis de Oliveira Lima e Andrei Simonassi. Dinˆamica N˜ao–Linear

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[588] Maria Cristina Trindade Terra e Ana Lucia Vahia de Abreu. Purchasing Power

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[589] Osmani Teixeira de Carvalho Guill´en, Jo˜ao Victor Issler, e George Athanasopou-los. Forecasting Accuracy and Estimation Uncertainty using VAR Models with

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[590] Pedro Cavalcanti Gomes Ferreira e Samuel de Abreu Pessˆoa. The Effects of

Longevity and Distortions on Education and Retirement. Ensaios Econˆomicos

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[591] Fernando de Holanda Barbosa. The Contagion Effect of Public Debt on

Mo-netary Policy: The Brazilian Experience. Ensaios Econˆomicos da EPGE 591,

EPGE–FGV, Jun 2005.

[592] Rubens Penha Cysne. An Overview of Some Historical Brazilian

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