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!"#$%&%'()*+,%-.%/01 2 %34032 %-5678
www.bankandcredit.nbp.plwww.bankikredyt.nbp.pl
!
!
!
!"
!
!
!"#$%&!
!
'$%()*#+$,-
.&)/-# '!&0'%# 1'!(2/&$32,2&4
!#
!"!" !
!
!"#$%&'(")*
'$%()*#+$,-
'$%()*#+$,-
11 ++ ++= ttt pp μ ε
ε
ε
εε
σ
σ
ε
)ln( 11 ++ = tt Pp
11 ++ += ttz μ
11 ++ = tt pz
0),cov( 1 =
≠
+tt
0),cov( 21
2+tt
( tr , 11,... + –
–
+ ntt rr )
2121 varvarvarvar nrrrr ntttt =++++ +++ …
/ n .
)()()(t
nt
rnVarrVarnVR =
)( ntrVar
)( trVar
)(^ nVR
))1(2,0(~)1)(( ^ nNnVRnT
(n = 10, T = 77)
(n = 10, T = 109)
t
ttttt P
DPRRR 11111
11 1 ++
+++
+
+==
1+tR t + 1,
1+tP t + 1,
1+tD t + 1
P/D = exp(p d)
)(1
1jtjt
j
jttt rdEconstdp ++
=
+
0)(lim =++ jtjtj
j dp
=++=
=
1
1 ),cov(),cov()var (j
jtttjtj
tttt rdpddpdp
Btt
tt
Att
tt
dp
dp
dp
dp
)var(
),cov(
)var(
,cov(1
ktt
k
ikt pdr +
=+ ++
+
+
+ +
++
+
+
=
=
=
=
=
=
=
)~(1
ttt udp )( 1dp
2002,...19901989,...1926
~~
2
1
=
=
tt
pddppddp
pdpd
t
t
t
t
1pd , 2pd
ttt dpr 1
ttt udpdp 1
( )22 /131)ˆ( TOT
Eu
u
u
2u
11 ++ ++= ttt xr μ
0)( =tE
11~
++ ++= ttt pdr μ
Tpd~ˆ
ˆ
μ̂ +
1~ˆ ++ Tpdμ
)( 1+
–
TT rE
)( 21 ++ TT rE
μ=
≥
+ )|( 1 tt DrE
}0,{= irD itt
Δ
– –
– –
–
–
–
–
––
–
–
– –
– –
–
–
––
–
– ≈ ρ
ρ
ρ
ρ
ρ
σ
σ
σ
σ
θ
θ
ρ
∞
∞
∞
Δ
Δ
→
∑
∑=1
1
j
j–ρ∞∑
+ jtr=1
1
j
j–ρ∞∑
=+
1
1
jjt
j d–
–
–
–
ρ∞ Δ∑
∑k
iktr
=+
1∑
–
α
α
β
β
β β
β
β
β
β
ε
ε
ε
ε
ε
11 ++ ++= ttt pp μ ε
ε
ε
εε
σ
σ
ε
)ln( 11 ++ = tt Pp
11 ++ += ttz μ
11 ++ = tt pz
0),cov( 1 =
≠
+tt
0),cov( 21
2+tt
( tr , 11,... + –
–
+ ntt rr )
2121 varvarvarvar nrrrr ntttt =++++ +++ …
/ n .
)()()(t
nt
rnVarrVarnVR =
)( ntrVar
)( trVar
)(^ nVR
))1(2,0(~)1)(( ^ nNnVRnT
(n = 10, T = 77)
(n = 10, T = 109)
t
ttttt P
DPRRR 11111
11 1 ++
+++
+
+==
1+tR t + 1,
1+tP t + 1,
1+tD t + 1
P/D = exp(p d)
)(1
1jtjt
j
jttt rdEconstdp ++
=
+
0)(lim =++ jtjtj
j dp
=++=
=
1
1 ),cov(),cov()var (j
jtttjtj
tttt rdpddpdp
Btt
tt
Att
tt
dp
dp
dp
dp
)var(
),cov(
)var(
,cov(1
ktt
k
ikt pdr +
=+ ++
+
+
+ +
++
+
+
=
=
=
=
=
=
=
)~(1
ttt udp )( 1dp
2002,...19901989,...1926
~~
2
1
=
=
tt
pddppddp
pdpd
t
t
t
t
1pd , 2pd
ttt dpr 1
ttt udpdp 1
( )22 /131)ˆ( TOT
Eu
u
u
2u
11 ++ ++= ttt xr μ
0)( =tE
11~
++ ++= ttt pdr μ
Tpd~ˆ
ˆ
μ̂ +
1~ˆ ++ Tpdμ
)( 1+
–
TT rE
)( 21 ++ TT rE
μ=
≥
+ )|( 1 tt DrE
}0,{= irD itt
Δ
– –
– –
–
–
–
–
––
–
–
– –
– –
–
–
––
–
– ≈ ρ
ρ
ρ
ρ
ρ
σ
σ
σ
σ
θ
θ
ρ
∞
∞
∞
Δ
Δ
→
∑
∑=1
1
j
j–ρ∞∑
+ jtr=1
1
j
j–ρ∞∑
=+
1
1
jjt
j d–
–
–
–
ρ∞ Δ∑
∑k
iktr
=+
1∑
–
α
α
β
β
β β
β
β
β
β
ε
ε
ε
ε
ε
11 ++ ++= ttt pp μ ε
ε
ε
εε
σ
σ
ε
)ln( 11 ++ = tt Pp
11 ++ += ttz μ
11 ++ = tt pz
0),cov( 1 =
≠
+tt
0),cov( 21
2+tt
( tr , 11,... + –
–
+ ntt rr )
2121 varvarvarvar nrrrr ntttt =++++ +++ …
/ n .
)()()(t
nt
rnVarrVarnVR =
)( ntrVar
)( trVar
)(^ nVR
))1(2,0(~)1)(( ^ nNnVRnT
(n = 10, T = 77)
(n = 10, T = 109)
t
ttttt P
DPRRR 11111
11 1 ++
+++
+
+==
1+tR t + 1,
1+tP t + 1,
1+tD t + 1
P/D = exp(p d)
)(1
1jtjt
j
jttt rdEconstdp ++
=
+
0)(lim =++ jtjtj
j dp
=++=
=
1
1 ),cov(),cov()var (j
jtttjtj
tttt rdpddpdp
Btt
tt
Att
tt
dp
dp
dp
dp
)var(
),cov(
)var(
,cov(1
ktt
k
ikt pdr +
=+ ++
+
+
+ +
++
+
+
=
=
=
=
=
=
=
)~(1
ttt udp )( 1dp
2002,...19901989,...1926
~~
2
1
=
=
tt
pddppddp
pdpd
t
t
t
t
1pd , 2pd
ttt dpr 1
ttt udpdp 1
( )22 /131)ˆ( TOT
Eu
u
u
2u
11 ++ ++= ttt xr μ
0)( =tE
11~
++ ++= ttt pdr μ
Tpd~ˆ
ˆ
μ̂ +
1~ˆ ++ Tpdμ
)( 1+
–
TT rE
)( 21 ++ TT rE
μ=
≥
+ )|( 1 tt DrE
}0,{= irD itt
Δ
– –
– –
–
–
–
–
––
–
–
– –
– –
–
–
––
–
– ≈ ρ
ρ
ρ
ρ
ρ
σ
σ
σ
σ
θ
θ
ρ
∞
∞
∞
Δ
Δ
→
∑
∑=1
1
j
j–ρ∞∑
+ jtr=1
1
j
j–ρ∞∑
=+
1
1
jjt
j d–
–
–
–
ρ∞ Δ∑
∑k
iktr
=+
1∑
–
α
α
β
β
β β
β
β
β
β
ε
ε
ε
ε
ε
11 ++ ++= ttt pp μ ε
ε
ε
εε
σ
σ
ε
)ln( 11 ++ = tt Pp
11 ++ += ttz μ
11 ++ = tt pz
0),cov( 1 =
≠
+tt
0),cov( 21
2+tt
( tr , 11,... + –
–
+ ntt rr )
2121 varvarvarvar nrrrr ntttt =++++ +++ …
/ n .
)()()(t
nt
rnVarrVarnVR =
)( ntrVar
)( trVar
)(^ nVR
))1(2,0(~)1)(( ^ nNnVRnT
(n = 10, T = 77)
(n = 10, T = 109)
t
ttttt P
DPRRR 11111
11 1 ++
+++
+
+==
1+tR t + 1,
1+tP t + 1,
1+tD t + 1
P/D = exp(p d)
)(1
1jtjt
j
jttt rdEconstdp ++
=
+
0)(lim =++ jtjtj
j dp
=++=
=
1
1 ),cov(),cov()var (j
jtttjtj
tttt rdpddpdp
Btt
tt
Att
tt
dp
dp
dp
dp
)var(
),cov(
)var(
,cov(1
ktt
k
ikt pdr +
=+ ++
+
+
+ +
++
+
+
=
=
=
=
=
=
=
)~(1
ttt udp )( 1dp
2002,...19901989,...1926
~~
2
1
=
=
tt
pddppddp
pdpd
t
t
t
t
1pd , 2pd
ttt dpr 1
ttt udpdp 1
( )22 /131)ˆ( TOT
Eu
u
u
2u
11 ++ ++= ttt xr μ
0)( =tE
11~
++ ++= ttt pdr μ
Tpd~ˆ
ˆ
μ̂ +
1~ˆ ++ Tpdμ
)( 1+
–
TT rE
)( 21 ++ TT rE
μ=
≥
+ )|( 1 tt DrE
}0,{= irD itt
Δ
– –
– –
–
–
–
–
––
–
–
– –
– –
–
–
––
–
– ≈ ρ
ρ
ρ
ρ
ρ
σ
σ
σ
σ
θ
θ
ρ
∞
∞
∞
Δ
Δ
→
∑
∑=1
1
j
j–ρ∞∑
+ jtr=1
1
j
j–ρ∞∑
=+
1
1
jjt
j d–
–
–
–
ρ∞ Δ∑
∑k
iktr
=+
1∑
–
α
α
β
β
β β
β
β
β
β
ε
ε
ε
ε
ε
11 ++ ++= ttt pp μ ε
ε
ε
εε
σ
σ
ε
)ln( 11 ++ = tt Pp
11 ++ += ttz μ
11 ++ = tt pz
0),cov( 1 =
≠
+tt
0),cov( 21
2+tt
( tr , 11,... + –
–
+ ntt rr )
2121 varvarvarvar nrrrr ntttt =++++ +++ …
/ n .
)()()(t
nt
rnVarrVarnVR =
)( ntrVar
)( trVar
)(^ nVR
))1(2,0(~)1)(( ^ nNnVRnT
(n = 10, T = 77)
(n = 10, T = 109)
t
ttttt P
DPRRR 11111
11 1 ++
+++
+
+==
1+tR t + 1,
1+tP t + 1,
1+tD t + 1
P/D = exp(p d)
)(1
1jtjt
j
jttt rdEconstdp ++
=
+
0)(lim =++ jtjtj
j dp
=++=
=
1
1 ),cov(),cov()var (j
jtttjtj
tttt rdpddpdp
Btt
tt
Att
tt
dp
dp
dp
dp
)var(
),cov(
)var(
,cov(1
ktt
k
ikt pdr +
=+ ++
+
+
+ +
++
+
+
=
=
=
=
=
=
=
)~(1
ttt udp )( 1dp
2002,...19901989,...1926
~~
2
1
=
=
tt
pddppddp
pdpd
t
t
t
t
1pd , 2pd
ttt dpr 1
ttt udpdp 1
( )22 /131)ˆ( TOT
Eu
u
u
2u
11 ++ ++= ttt xr μ
0)( =tE
11~
++ ++= ttt pdr μ
Tpd~ˆ
ˆ
μ̂ +
1~ˆ ++ Tpdμ
)( 1+
–
TT rE
)( 21 ++ TT rE
μ=
≥
+ )|( 1 tt DrE
}0,{= irD itt
Δ
– –
– –
–
–
–
–
––
–
–
– –
– –
–
–
––
–
– ≈ ρ
ρ
ρ
ρ
ρ
σ
σ
σ
σ
θ
θ
ρ
∞
∞
∞
Δ
Δ
→
∑
∑=1
1
j
j–ρ∞∑
+ jtr=1
1
j
j–ρ∞∑
=+
1
1
jjt
j d–
–
–
–
ρ∞ Δ∑
∑k
iktr
=+
1∑
–
α
α
β
β
β β
β
β
β
β
ε
ε
ε
ε
ε
!11 ++ ++= ttt pp μ ε
ε
ε
εε
σ
σ
ε
)ln( 11 ++ = tt Pp
11 ++ += ttz μ
11 ++ = tt pz
0),cov( 1 =
≠
+tt
0),cov( 21
2+tt
( tr , 11,... + –
–
+ ntt rr )
2121 varvarvarvar nrrrr ntttt =++++ +++ …
/ n .
)()()(t
nt
rnVarrVarnVR =
)( ntrVar
)( trVar
)(^ nVR
))1(2,0(~)1)(( ^ nNnVRnT
(n = 10, T = 77)
(n = 10, T = 109)
t
ttttt P
DPRRR 11111
11 1 ++
+++
+
+==
1+tR t + 1,
1+tP t + 1,
1+tD t + 1
P/D = exp(p d)
)(1
1jtjt
j
jttt rdEconstdp ++
=
+
0)(lim =++ jtjtj
j dp
=++=
=
1
1 ),cov(),cov()var (j
jtttjtj
tttt rdpddpdp
Btt
tt
Att
tt
dp
dp
dp
dp
)var(
),cov(
)var(
,cov(1
ktt
k
ikt pdr +
=+ ++
+
+
+ +
++
+
+
=
=
=
=
=
=
=
)~(1
ttt udp )( 1dp
2002,...19901989,...1926
~~
2
1
=
=
tt
pddppddp
pdpd
t
t
t
t
1pd , 2pd
ttt dpr 1
ttt udpdp 1
( )22 /131)ˆ( TOT
Eu
u
u
2u
11 ++ ++= ttt xr μ
0)( =tE
11~
++ ++= ttt pdr μ
Tpd~ˆ
ˆ
μ̂ +
1~ˆ ++ Tpdμ
)( 1+
–
TT rE
)( 21 ++ TT rE
μ=
≥
+ )|( 1 tt DrE
}0,{= irD itt
Δ
– –
– –
–
–
–
–
––
–
–
– –
– –
–
–
––
–
– ≈ ρ
ρ
ρ
ρ
ρ
σ
σ
σ
σ
θ
θ
ρ
∞
∞
∞
Δ
Δ
→
∑
∑=1
1
j
j–ρ∞∑
+ jtr=1
1
j
j–ρ∞∑
=+
1
1
jjt
j d–
–
–
–
ρ∞ Δ∑
∑k
iktr
=+
1∑
–
α
α
β
β
β β
β
β
β
β
ε
ε
ε
ε
ε
!"#"!11 ++ ++= ttt pp μ ε
ε
ε
εε
σ
σ
ε
)ln( 11 ++ = tt Pp
11 ++ += ttz μ
11 ++ = tt pz
0),cov( 1 =
≠
+tt
0),cov( 21
2+tt
( tr , 11,... + –
–
+ ntt rr )
2121 varvarvarvar nrrrr ntttt =++++ +++ …
/ n .
)()()(t
nt
rnVarrVarnVR =
)( ntrVar
)( trVar
)(^ nVR
))1(2,0(~)1)(( ^ nNnVRnT
(n = 10, T = 77)
(n = 10, T = 109)
t
ttttt P
DPRRR 11111
11 1 ++
+++
+
+==
1+tR t + 1,
1+tP t + 1,
1+tD t + 1
P/D = exp(p d)
)(1
1jtjt
j
jttt rdEconstdp ++
=
+
0)(lim =++ jtjtj
j dp
=++=
=
1
1 ),cov(),cov()var (j
jtttjtj
tttt rdpddpdp
Btt
tt
Att
tt
dp
dp
dp
dp
)var(
),cov(
)var(
,cov(1
ktt
k
ikt pdr +
=+ ++
+
+
+ +
++
+
+
=
=
=
=
=
=
=
)~(1
ttt udp )( 1dp
2002,...19901989,...1926
~~
2
1
=
=
tt
pddppddp
pdpd
t
t
t
t
1pd , 2pd
ttt dpr 1
ttt udpdp 1
( )22 /131)ˆ( TOT
Eu
u
u
2u
11 ++ ++= ttt xr μ
0)( =tE
11~
++ ++= ttt pdr μ
Tpd~ˆ
ˆ
μ̂ +
1~ˆ ++ Tpdμ
)( 1+
–
TT rE
)( 21 ++ TT rE
μ=
≥
+ )|( 1 tt DrE
}0,{= irD itt
Δ
– –
– –
–
–
–
–
––
–
–
– –
– –
–
–
––
–
– ≈ ρ
ρ
ρ
ρ
ρ
σ
σ
σ
σ
θ
θ
ρ
∞
∞
∞
Δ
Δ
→
∑
∑=1
1
j
j–ρ∞∑
+ jtr=1
1
j
j–ρ∞∑
=+
1
1
jjt
j d–
–
–
–
ρ∞ Δ∑
∑k
iktr
=+
1∑
–
α
α
β
β
β β
β
β
β
β
ε
ε
ε
ε
ε
!"#"!11 ++ ++= ttt pp μ ε
ε
ε
εε
σ
σ
ε
)ln( 11 ++ = tt Pp
11 ++ += ttz μ
11 ++ = tt pz
0),cov( 1 =
≠
+tt
0),cov( 21
2+tt
( tr , 11,... + –
–
+ ntt rr )
2121 varvarvarvar nrrrr ntttt =++++ +++ …
/ n .
)()()(t
nt
rnVarrVarnVR =
)( ntrVar
)( trVar
)(^ nVR
))1(2,0(~)1)(( ^ nNnVRnT
(n = 10, T = 77)
(n = 10, T = 109)
t
ttttt P
DPRRR 11111
11 1 ++
+++
+
+==
1+tR t + 1,
1+tP t + 1,
1+tD t + 1
P/D = exp(p d)
)(1
1jtjt
j
jttt rdEconstdp ++
=
+
0)(lim =++ jtjtj
j dp
=++=
=
1
1 ),cov(),cov()var (j
jtttjtj
tttt rdpddpdp
Btt
tt
Att
tt
dp
dp
dp
dp
)var(
),cov(
)var(
,cov(1
ktt
k
ikt pdr +
=+ ++
+
+
+ +
++
+
+
=
=
=
=
=
=
=
)~(1
ttt udp )( 1dp
2002,...19901989,...1926
~~
2
1
=
=
tt
pddppddp
pdpd
t
t
t
t
1pd , 2pd
ttt dpr 1
ttt udpdp 1
( )22 /131)ˆ( TOT
Eu
u
u
2u
11 ++ ++= ttt xr μ
0)( =tE
11~
++ ++= ttt pdr μ
Tpd~ˆ
ˆ
μ̂ +
1~ˆ ++ Tpdμ
)( 1+
–
TT rE
)( 21 ++ TT rE
μ=
≥
+ )|( 1 tt DrE
}0,{= irD itt
Δ
– –
– –
–
–
–
–
––
–
–
– –
– –
–
–
––
–
– ≈ ρ
ρ
ρ
ρ
ρ
σ
σ
σ
σ
θ
θ
ρ
∞
∞
∞
Δ
Δ
→
∑
∑=1
1
j
j–ρ∞∑
+ jtr=1
1
j
j–ρ∞∑
=+
1
1
jjt
j d–
–
–
–
ρ∞ Δ∑
∑k
iktr
=+
1∑
–
α
α
β
β
β β
β
β
β
β
ε
ε
ε
ε
ε
'$%()*#+$,-
!$
11 ++ ++= ttt pp μ ε
ε
ε
εε
σ
σ
ε
)ln( 11 ++ = tt Pp
11 ++ += ttz μ
11 ++ = tt pz
0),cov( 1 =
≠
+tt
0),cov( 21
2+tt
( tr , 11,... + –
–
+ ntt rr )
2121 varvarvarvar nrrrr ntttt =++++ +++ …
/ n .
)()()(t
nt
rnVarrVarnVR =
)( ntrVar
)( trVar
)(^ nVR
))1(2,0(~)1)(( ^ nNnVRnT
(n = 10, T = 77)
(n = 10, T = 109)
t
ttttt P
DPRRR 11111
11 1 ++
+++
+
+==
1+tR t + 1,
1+tP t + 1,
1+tD t + 1
P/D = exp(p d)
)(1
1jtjt
j
jttt rdEconstdp ++
=
+
0)(lim =++ jtjtj
j dp
=++=
=
1
1 ),cov(),cov()var (j
jtttjtj
tttt rdpddpdp
Btt
tt
Att
tt
dp
dp
dp
dp
)var(
),cov(
)var(
,cov(1
ktt
k
ikt pdr +
=+ ++
+
+
+ +
++
+
+
=
=
=
=
=
=
=
)~(1
ttt udp )( 1dp
2002,...19901989,...1926
~~
2
1
=
=
tt
pddppddp
pdpd
t
t
t
t
1pd , 2pd
ttt dpr 1
ttt udpdp 1
( )22 /131)ˆ( TOT
Eu
u
u
2u
11 ++ ++= ttt xr μ
0)( =tE
11~
++ ++= ttt pdr μ
Tpd~ˆ
ˆ
μ̂ +
1~ˆ ++ Tpdμ
)( 1+
–
TT rE
)( 21 ++ TT rE
μ=
≥
+ )|( 1 tt DrE
}0,{= irD itt
Δ
– –
– –
–
–
–
–
––
–
–
– –
– –
–
–
––
–
– ≈ ρ
ρ
ρ
ρ
ρ
σ
σ
σ
σ
θ
θ
ρ
∞
∞
∞
Δ
Δ
→
∑
∑=1
1
j
j–ρ∞∑
+ jtr=1
1
j
j–ρ∞∑
=+
1
1
jjt
j d–
–
–
–
ρ∞ Δ∑
∑k
iktr
=+
1∑
–
α
α
β
β
β β
β
β
β
β
ε
ε
ε
ε
ε
,
11 ++ ++= ttt pp μ ε
ε
ε
εε
σ
σ
ε
)ln( 11 ++ = tt Pp
11 ++ += ttz μ
11 ++ = tt pz
0),cov( 1 =
≠
+tt
0),cov( 21
2+tt
( tr , 11,... + –
–
+ ntt rr )
2121 varvarvarvar nrrrr ntttt =++++ +++ …
/ n .
)()()(t
nt
rnVarrVarnVR =
)( ntrVar
)( trVar
)(^ nVR
))1(2,0(~)1)(( ^ nNnVRnT
(n = 10, T = 77)
(n = 10, T = 109)
t
ttttt P
DPRRR 11111
11 1 ++
+++
+
+==
1+tR t + 1,
1+tP t + 1,
1+tD t + 1
P/D = exp(p d)
)(1
1jtjt
j
jttt rdEconstdp ++
=
+
0)(lim =++ jtjtj
j dp
=++=
=
1
1 ),cov(),cov()var (j
jtttjtj
tttt rdpddpdp
Btt
tt
Att
tt
dp
dp
dp
dp
)var(
),cov(
)var(
,cov(1
ktt
k
ikt pdr +
=+ ++
+
+
+ +
++
+
+
=
=
=
=
=
=
=
)~(1
ttt udp )( 1dp
2002,...19901989,...1926
~~
2
1
=
=
tt
pddppddp
pdpd
t
t
t
t
1pd , 2pd
ttt dpr 1
ttt udpdp 1
( )22 /131)ˆ( TOT
Eu
u
u
2u
11 ++ ++= ttt xr μ
0)( =tE
11~
++ ++= ttt pdr μ
Tpd~ˆ
ˆ
μ̂ +
1~ˆ ++ Tpdμ
)( 1+
–
TT rE
)( 21 ++ TT rE
μ=
≥
+ )|( 1 tt DrE
}0,{= irD itt
Δ
– –
– –
–
–
–
–
––
–
–
– –
– –
–
–
––
–
– ≈ ρ
ρ
ρ
ρ
ρ
σ
σ
σ
σ
θ
θ
ρ
∞
∞
∞
Δ
Δ
→
∑
∑=1
1
j
j–ρ∞∑
+ jtr=1
1
j
j–ρ∞∑
=+
1
1
jjt
j d–
–
–
–
ρ∞ Δ∑
∑k
iktr
=+
1∑
–
α
α
β
β
β β
β
β
β
β
ε
ε
ε
ε
ε
$
!"#"!!
!%
11 ++ ++= ttt pp μ ε
ε
ε
εε
σ
σ
ε
)ln( 11 ++ = tt Pp
11 ++ += ttz μ
11 ++ = tt pz
0),cov( 1 =
≠
+tt
0),cov( 21
2+tt
( tr , 11,... + –
–
+ ntt rr )
2121 varvarvarvar nrrrr ntttt =++++ +++ …
/ n .
)()()(t
nt
rnVarrVarnVR =
)( ntrVar
)( trVar
)(^ nVR
))1(2,0(~)1)(( ^ nNnVRnT
(n = 10, T = 77)
(n = 10, T = 109)
t
ttttt P
DPRRR 11111
11 1 ++
+++
+
+==
1+tR t + 1,
1+tP t + 1,
1+tD t + 1
P/D = exp(p d)
)(1
1jtjt
j
jttt rdEconstdp ++
=
+
0)(lim =++ jtjtj
j dp
=++=
=
1
1 ),cov(),cov()var (j
jtttjtj
tttt rdpddpdp
Btt
tt
Att
tt
dp
dp
dp
dp
)var(
),cov(
)var(
,cov(1
ktt
k
ikt pdr +
=+ ++
+
+
+ +
++
+
+
=
=
=
=
=
=
=
)~(1
ttt udp )( 1dp
2002,...19901989,...1926
~~
2
1
=
=
tt
pddppddp
pdpd
t
t
t
t
1pd , 2pd
ttt dpr 1
ttt udpdp 1
( )22 /131)ˆ( TOT
Eu
u
u
2u
11 ++ ++= ttt xr μ
0)( =tE
11~
++ ++= ttt pdr μ
Tpd~ˆ
ˆ
μ̂ +
1~ˆ ++ Tpdμ
)( 1+
–
TT rE
)( 21 ++ TT rE
μ=
≥
+ )|( 1 tt DrE
}0,{= irD itt
Δ
– –
– –
–
–
–
–
––
–
–
– –
– –
–
–
––
–
– ≈ ρ
ρ
ρ
ρ
ρ
σ
σ
σ
σ
θ
θ
ρ
∞
∞
∞
Δ
Δ
→
∑
∑=1
1
j
j–ρ∞∑
+ jtr=1
1
j
j–ρ∞∑
=+
1
1
jjt
j d–
–
–
–
ρ∞ Δ∑
∑k
iktr
=+
1∑
–
α
α
β
β
β β
β
β
β
β
ε
ε
ε
ε
ε
11 ++ ++= ttt pp μ ε
ε
ε
εε
σ
σ
ε
)ln( 11 ++ = tt Pp
11 ++ += ttz μ
11 ++ = tt pz
0),cov( 1 =
≠
+tt
0),cov( 21
2+tt
( tr , 11,... + –
–
+ ntt rr )
2121 varvarvarvar nrrrr ntttt =++++ +++ …
/ n .
)()()(t
nt
rnVarrVarnVR =
)( ntrVar
)( trVar
)(^ nVR
))1(2,0(~)1)(( ^ nNnVRnT
(n = 10, T = 77)
(n = 10, T = 109)
t
ttttt P
DPRRR 11111
11 1 ++
+++
+
+==
1+tR t + 1,
1+tP t + 1,
1+tD t + 1
P/D = exp(p d)
)(1
1jtjt
j
jttt rdEconstdp ++
=
+
0)(lim =++ jtjtj
j dp
=++=
=
1
1 ),cov(),cov()var (j
jtttjtj
tttt rdpddpdp
Btt
tt
Att
tt
dp
dp
dp
dp
)var(
),cov(
)var(
,cov(1
ktt
k
ikt pdr +
=+ ++
+
+
+ +
++
+
+
=
=
=
=
=
=
=
)~(1
ttt udp )( 1dp
2002,...19901989,...1926
~~
2
1
=
=
tt
pddppddp
pdpd
t
t
t
t
1pd , 2pd
ttt dpr 1
ttt udpdp 1
( )22 /131)ˆ( TOT
Eu
u
u
2u
11 ++ ++= ttt xr μ
0)( =tE
11~
++ ++= ttt pdr μ
Tpd~ˆ
ˆ
μ̂ +
1~ˆ ++ Tpdμ
)( 1+
–
TT rE
)( 21 ++ TT rE
μ=
≥
+ )|( 1 tt DrE
}0,{= irD itt
Δ
– –
– –
–
–
–
–
––
–
–
– –
– –
–
–
––
–
– ≈ ρ
ρ
ρ
ρ
ρ
σ
σ
σ
σ
θ
θ
ρ
∞
∞
∞
Δ
Δ
→
∑
∑=1
1
j
j–ρ∞∑
+ jtr=1
1
j
j–ρ∞∑
=+
1
1
jjt
j d–
–
–
–
ρ∞ Δ∑
∑k
iktr
=+
1∑
–
α
α
β
β
β β
β
β
β
β
ε
ε
ε
ε
ε
%
11 ++ ++= ttt pp μ ε
ε
ε
εε
σ
σ
ε
)ln( 11 ++ = tt Pp
11 ++ += ttz μ
11 ++ = tt pz
0),cov( 1 =
≠
+tt
0),cov( 21
2+tt
( tr , 11,... + –
–
+ ntt rr )
2121 varvarvarvar nrrrr ntttt =++++ +++ …
/ n .
)()()(t
nt
rnVarrVarnVR =
)( ntrVar
)( trVar
)(^ nVR
))1(2,0(~)1)(( ^ nNnVRnT
(n = 10, T = 77)
(n = 10, T = 109)
t
ttttt P
DPRRR 11111
11 1 ++
+++
+
+==
1+tR t + 1,
1+tP t + 1,
1+tD t + 1
P/D = exp(p d)
)(1
1jtjt
j
jttt rdEconstdp ++
=
+
0)(lim =++ jtjtj
j dp
=++=
=
1
1 ),cov(),cov()var (j
jtttjtj
tttt rdpddpdp
Btt
tt
Att
tt
dp
dp
dp
dp
)var(
),cov(
)var(
,cov(1
ktt
k
ikt pdr +
=+ ++
+
+
+ +
++
+
+
=
=
=
=
=
=
=
)~(1
ttt udp )( 1dp
2002,...19901989,...1926
~~
2
1
=
=
tt
pddppddp
pdpd
t
t
t
t
1pd , 2pd
ttt dpr 1
ttt udpdp 1
( )22 /131)ˆ( TOT
Eu
u
u
2u
11 ++ ++= ttt xr μ
0)( =tE
11~
++ ++= ttt pdr μ
Tpd~ˆ
ˆ
μ̂ +
1~ˆ ++ Tpdμ
)( 1+
–
TT rE
)( 21 ++ TT rE
μ=
≥
+ )|( 1 tt DrE
}0,{= irD itt
Δ
– –
– –
–
–
–
–
––
–
–
– –
– –
–
–
––
–
– ≈ ρ
ρ
ρ
ρ
ρ
σ
σ
σ
σ
θ
θ
ρ
∞
∞
∞
Δ
Δ
→
∑
∑=1
1
j
j–ρ∞∑
+ jtr=1
1
j
j–ρ∞∑
=+
1
1
jjt
j d–
–
–
–
ρ∞ Δ∑
∑k
iktr
=+
1∑
–
α
α
β
β
β β
β
β
β
β
ε
ε
ε
ε
ε
!!
%
!! ! ! ! !!!!!!!!!
11 ++ ++= ttt pp μ ε
ε
ε
εε
σ
σ
ε
)ln( 11 ++ = tt Pp
11 ++ += ttz μ
11 ++ = tt pz
0),cov( 1 =
≠
+tt
0),cov( 21
2+tt
( tr , 11,... + –
–
+ ntt rr )
2121 varvarvarvar nrrrr ntttt =++++ +++ …
/ n .
)()()(t
nt
rnVarrVarnVR =
)( ntrVar
)( trVar
)(^ nVR
))1(2,0(~)1)(( ^ nNnVRnT
(n = 10, T = 77)
(n = 10, T = 109)
t
ttttt P
DPRRR 11111
11 1 ++
+++
+
+==
1+tR t + 1,
1+tP t + 1,
1+tD t + 1
P/D = exp(p d)
)(1
1jtjt
j
jttt rdEconstdp ++
=
+
0)(lim =++ jtjtj
j dp
=++=
=
1
1 ),cov(),cov()var (j
jtttjtj
tttt rdpddpdp
Btt
tt
Att
tt
dp
dp
dp
dp
)var(
),cov(
)var(
,cov(1
ktt
k
ikt pdr +
=+ ++
+
+
+ +
++
+
+
=
=
=
=
=
=
=
)~(1
ttt udp )( 1dp
2002,...19901989,...1926
~~
2
1
=
=
tt
pddppddp
pdpd
t
t
t
t
1pd , 2pd
ttt dpr 1
ttt udpdp 1
( )22 /131)ˆ( TOT
Eu
u
u
2u
11 ++ ++= ttt xr μ
0)( =tE
11~
++ ++= ttt pdr μ
Tpd~ˆ
ˆ
μ̂ +
1~ˆ ++ Tpdμ
)( 1+
–
TT rE
)( 21 ++ TT rE
μ=
≥
+ )|( 1 tt DrE
}0,{= irD itt
Δ
– –
– –
–
–
–
–
––
–
–
– –
– –
–
–
––
–
– ≈ ρ
ρ
ρ
ρ
ρ
σ
σ
σ
σ
θ
θ
ρ
∞
∞
∞
Δ
Δ
→
∑
∑=1
1
j
j–ρ∞∑
+ jtr=1
1
j
j–ρ∞∑
=+
1
1
jjt
j d–
–
–
–
ρ∞ Δ∑
∑k
iktr
=+
1∑
–
α
α
β
β
β β
β
β
β
β
ε
ε
ε
ε
ε
!
11 ++ ++= ttt pp μ ε
ε
ε
εε
σ
σ
ε
)ln( 11 ++ = tt Pp
11 ++ += ttz μ
11 ++ = tt pz
0),cov( 1 =
≠
+tt
0),cov( 21
2+tt
( tr , 11,... + –
–
+ ntt rr )
2121 varvarvarvar nrrrr ntttt =++++ +++ …
/ n .
)()()(t
nt
rnVarrVarnVR =
)( ntrVar
)( trVar
)(^ nVR
))1(2,0(~)1)(( ^ nNnVRnT
(n = 10, T = 77)
(n = 10, T = 109)
t
ttttt P
DPRRR 11111
11 1 ++
+++
+
+==
1+tR t + 1,
1+tP t + 1,
1+tD t + 1
P/D = exp(p d)
)(1
1jtjt
j
jttt rdEconstdp ++
=
+
0)(lim =++ jtjtj
j dp
=++=
=
1
1 ),cov(),cov()var (j
jtttjtj
tttt rdpddpdp
Btt
tt
Att
tt
dp
dp
dp
dp
)var(
),cov(
)var(
,cov(1
ktt
k
ikt pdr +
=+ ++
+
+
+ +
++
+
+
=
=
=
=
=
=
=
)~(1
ttt udp )( 1dp
2002,...19901989,...1926
~~
2
1
=
=
tt
pddppddp
pdpd
t
t
t
t
1pd , 2pd
ttt dpr 1
ttt udpdp 1
( )22 /131)ˆ( TOT
Eu
u
u
2u
11 ++ ++= ttt xr μ
0)( =tE
11~
++ ++= ttt pdr μ
Tpd~ˆ
ˆ
μ̂ +
1~ˆ ++ Tpdμ
)( 1+
–
TT rE
)( 21 ++ TT rE
μ=
≥
+ )|( 1 tt DrE
}0,{= irD itt
Δ
– –
– –
–
–
–
–
––
–
–
– –
– –
–
–
––
–
– ≈ ρ
ρ
ρ
ρ
ρ
σ
σ
σ
σ
θ
θ
ρ
∞
∞
∞
Δ
Δ
→
∑
∑=1
1
j
j–ρ∞∑
+ jtr=1
1
j
j–ρ∞∑
=+
1
1
jjt
j d–
–
–
–
ρ∞ Δ∑
∑k
iktr
=+
1∑
–
α
α
β
β
β β
β
β
β
β
ε
ε
ε
ε
ε
%
11 ++ ++= ttt pp μ ε
ε
ε
εε
σ
σ
ε
)ln( 11 ++ = tt Pp
11 ++ += ttz μ
11 ++ = tt pz
0),cov( 1 =
≠
+tt
0),cov( 21
2+tt
( tr , 11,... + –
–
+ ntt rr )
2121 varvarvarvar nrrrr ntttt =++++ +++ …
/ n .
)()()(t
nt
rnVarrVarnVR =
)( ntrVar
)( trVar
)(^ nVR
))1(2,0(~)1)(( ^ nNnVRnT
(n = 10, T = 77)
(n = 10, T = 109)
t
ttttt P
DPRRR 11111
11 1 ++
+++
+
+==
1+tR t + 1,
1+tP t + 1,
1+tD t + 1
P/D = exp(p d)
)(1
1jtjt
j
jttt rdEconstdp ++
=
+
0)(lim =++ jtjtj
j dp
=++=
=
1
1 ),cov(),cov()var (j
jtttjtj
tttt rdpddpdp
Btt
tt
Att
tt
dp
dp
dp
dp
)var(
),cov(
)var(
,cov(1
ktt
k
ikt pdr +
=+ ++
+
+
+ +
++
+
+
=
=
=
=
=
=
=
)~(1
ttt udp )( 1dp
2002,...19901989,...1926
~~
2
1
=
=
tt
pddppddp
pdpd
t
t
t
t
1pd , 2pd
ttt dpr 1
ttt udpdp 1
( )22 /131)ˆ( TOT
Eu
u
u
2u
11 ++ ++= ttt xr μ
0)( =tE
11~
++ ++= ttt pdr μ
Tpd~ˆ
ˆ
μ̂ +
1~ˆ ++ Tpdμ
)( 1+
–
TT rE
)( 21 ++ TT rE
μ=
≥
+ )|( 1 tt DrE
}0,{= irD itt
Δ
– –
– –
–
–
–
–
––
–
–
– –
– –
–
–
––
–
– ≈ ρ
ρ
ρ
ρ
ρ
σ
σ
σ
σ
θ
θ
ρ
∞
∞
∞
Δ
Δ
→
∑
∑=1
1
j
j–ρ∞∑
+ jtr=1
1
j
j–ρ∞∑
=+
1
1
jjt
j d–
–
–
–
ρ∞ Δ∑
∑k
iktr
=+
1∑
–
α
α
β
β
β β
β
β
β
β
ε
ε
ε
ε
ε
11 ++ ++= ttt pp μ ε
ε
ε
εε
σ
σ
ε
)ln( 11 ++ = tt Pp
11 ++ += ttz μ
11 ++ = tt pz
0),cov( 1 =
≠
+tt
0),cov( 21
2+tt
( tr , 11,... + –
–
+ ntt rr )
2121 varvarvarvar nrrrr ntttt =++++ +++ …
/ n .
)()()(t
nt
rnVarrVarnVR =
)( ntrVar
)( trVar
)(^ nVR
))1(2,0(~)1)(( ^ nNnVRnT
(n = 10, T = 77)
(n = 10, T = 109)
t
ttttt P
DPRRR 11111
11 1 ++
+++
+
+==
1+tR t + 1,
1+tP t + 1,
1+tD t + 1
P/D = exp(p d)
)(1
1jtjt
j
jttt rdEconstdp ++
=
+
0)(lim =++ jtjtj
j dp
=++=
=
1
1 ),cov(),cov()var (j
jtttjtj
tttt rdpddpdp
Btt
tt
Att
tt
dp
dp
dp
dp
)var(
),cov(
)var(
,cov(1
ktt
k
ikt pdr +
=+ ++
+
+
+ +
++
+
+
=
=
=
=
=
=
=
)~(1
ttt udp )( 1dp
2002,...19901989,...1926
~~
2
1
=
=
tt
pddppddp
pdpd
t
t
t
t
1pd , 2pd
ttt dpr 1
ttt udpdp 1
( )22 /131)ˆ( TOT
Eu
u
u
2u
11 ++ ++= ttt xr μ
0)( =tE
11~
++ ++= ttt pdr μ
Tpd~ˆ
ˆ
μ̂ +
1~ˆ ++ Tpdμ
)( 1+
–
TT rE
)( 21 ++ TT rE
μ=
≥
+ )|( 1 tt DrE
}0,{= irD itt
Δ
– –
– –
–
–
–
–
––
–
–
– –
– –
–
–
––
–
– ≈ ρ
ρ
ρ
ρ
ρ
σ
σ
σ
σ
θ
θ
ρ
∞
∞
∞
Δ
Δ
→
∑
∑=1
1
j
j–ρ∞∑
+ jtr=1
1
j
j–ρ∞∑
=+
1
1
jjt
j d–
–
–
–
ρ∞ Δ∑
∑k
iktr
=+
1∑
–
α
α
β
β
β β
β
β
β
β
ε
ε
ε
ε
ε
!! ! ! ! !
11 ++ ++= ttt pp μ ε
ε
ε
εε
σ
σ
ε
)ln( 11 ++ = tt Pp
11 ++ += ttz μ
11 ++ = tt pz
0),cov( 1 =
≠
+tt
0),cov( 21
2+tt
( tr , 11,... + –
–
+ ntt rr )
2121 varvarvarvar nrrrr ntttt =++++ +++ …
/ n .
)()()(t
nt
rnVarrVarnVR =
)( ntrVar
)( trVar
)(^ nVR
))1(2,0(~)1)(( ^ nNnVRnT
(n = 10, T = 77)
(n = 10, T = 109)
t
ttttt P
DPRRR 11111
11 1 ++
+++
+
+==
1+tR t + 1,
1+tP t + 1,
1+tD t + 1
P/D = exp(p d)
)(1
1jtjt
j
jttt rdEconstdp ++
=
+
0)(lim =++ jtjtj
j dp
=++=
=
1
1 ),cov(),cov()var (j
jtttjtj
tttt rdpddpdp
Btt
tt
Att
tt
dp
dp
dp
dp
)var(
),cov(
)var(
,cov(1
ktt
k
ikt pdr +
=+ ++
+
+
+ +
++
+
+
=
=
=
=
=
=
=
)~(1
ttt udp )( 1dp
2002,...19901989,...1926
~~
2
1
=
=
tt
pddppddp
pdpd
t
t
t
t
1pd , 2pd
ttt dpr 1
ttt udpdp 1
( )22 /131)ˆ( TOT
Eu
u
u
2u
11 ++ ++= ttt xr μ
0)( =tE
11~
++ ++= ttt pdr μ
Tpd~ˆ
ˆ
μ̂ +
1~ˆ ++ Tpdμ
)( 1+
–
TT rE
)( 21 ++ TT rE
μ=
≥
+ )|( 1 tt DrE
}0,{= irD itt
Δ
– –
– –
–
–
–
–
––
–
–
– –
– –
–
–
––
–
– ≈ ρ
ρ
ρ
ρ
ρ
σ
σ
σ
σ
θ
θ
ρ
∞
∞
∞
Δ
Δ
→
∑
∑=1
1
j
j–ρ∞∑
+ jtr=1
1
j
j–ρ∞∑
=+
1
1
jjt
j d–
–
–
–
ρ∞ Δ∑
∑k
iktr
=+
1∑
–
α
α
β
β
β β
β
β
β
β
ε
ε
ε
ε
ε
"%#$#!%&#&#$#''(
!&
"%#$#!%&#&#$#!%)(
!
!! ! ! ! !
11 ++ ++= ttt pp μ ε
ε
ε
εε
σ
σ
ε
)ln( 11 ++ = tt Pp
11 ++ += ttz μ
11 ++ = tt pz
0),cov( 1 =
≠
+tt
0),cov( 21
2+tt
( tr , 11,... + –
–
+ ntt rr )
2121 varvarvarvar nrrrr ntttt =++++ +++ …
/ n .
)()()(t
nt
rnVarrVarnVR =
)( ntrVar
)( trVar
)(^ nVR
))1(2,0(~)1)(( ^ nNnVRnT
(n = 10, T = 77)
(n = 10, T = 109)
t
ttttt P
DPRRR 11111
11 1 ++
+++
+
+==
1+tR t + 1,
1+tP t + 1,
1+tD t + 1
P/D = exp(p d)
)(1
1jtjt
j
jttt rdEconstdp ++
=
+
0)(lim =++ jtjtj
j dp
=++=
=
1
1 ),cov(),cov()var (j
jtttjtj
tttt rdpddpdp
Btt
tt
Att
tt
dp
dp
dp
dp
)var(
),cov(
)var(
,cov(1
ktt
k
ikt pdr +
=+ ++
+
+
+ +
++
+
+
=
=
=
=
=
=
=
)~(1
ttt udp )( 1dp
2002,...19901989,...1926
~~
2
1
=
=
tt
pddppddp
pdpd
t
t
t
t
1pd , 2pd
ttt dpr 1
ttt udpdp 1
( )22 /131)ˆ( TOT
Eu
u
u
2u
11 ++ ++= ttt xr μ
0)( =tE
11~
++ ++= ttt pdr μ
Tpd~ˆ
ˆ
μ̂ +
1~ˆ ++ Tpdμ
)( 1+
–
TT rE
)( 21 ++ TT rE
μ=
≥
+ )|( 1 tt DrE
}0,{= irD itt
Δ
– –
– –
–
–
–
–
––
–
–
– –
– –
–
–
––
–
– ≈ ρ
ρ
ρ
ρ
ρ
σ
σ
σ
σ
θ
θ
ρ
∞
∞
∞
Δ
Δ
→
∑
∑=1
1
j
j–ρ∞∑
+ jtr=1
1
j
j–ρ∞∑
=+
1
1
jjt
j d–
–
–
–
ρ∞ Δ∑
∑k
iktr
=+
1∑
–
α
α
β
β
β β
β
β
β
β
ε
ε
ε
ε
ε
11 ++ ++= ttt pp μ ε
ε
ε
εε
σ
σ
ε
)ln( 11 ++ = tt Pp
11 ++ += ttz μ
11 ++ = tt pz
0),cov( 1 =
≠
+tt
0),cov( 21
2+tt
( tr , 11,... + –
–
+ ntt rr )
2121 varvarvarvar nrrrr ntttt =++++ +++ …
/ n .
)()()(t
nt
rnVarrVarnVR =
)( ntrVar
)( trVar
)(^ nVR
))1(2,0(~)1)(( ^ nNnVRnT
(n = 10, T = 77)
(n = 10, T = 109)
t
ttttt P
DPRRR 11111
11 1 ++
+++
+
+==
1+tR t + 1,
1+tP t + 1,
1+tD t + 1
P/D = exp(p d)
)(1
1jtjt
j
jttt rdEconstdp ++
=
+
0)(lim =++ jtjtj
j dp
=++=
=
1
1 ),cov(),cov()var (j
jtttjtj
tttt rdpddpdp
Btt
tt
Att
tt
dp
dp
dp
dp
)var(
),cov(
)var(
,cov(1
ktt
k
ikt pdr +
=+ ++
+
+
+ +
++
+
+
=
=
=
=
=
=
=
)~(1
ttt udp )( 1dp
2002,...19901989,...1926
~~
2
1
=
=
tt
pddppddp
pdpd
t
t
t
t
1pd , 2pd
ttt dpr 1
ttt udpdp 1
( )22 /131)ˆ( TOT
Eu
u
u
2u
11 ++ ++= ttt xr μ
0)( =tE
11~
++ ++= ttt pdr μ
Tpd~ˆ
ˆ
μ̂ +
1~ˆ ++ Tpdμ
)( 1+
–
TT rE
)( 21 ++ TT rE
μ=
≥
+ )|( 1 tt DrE
}0,{= irD itt
Δ
– –
– –
–
–
–
–
––
–
–
– –
– –
–
–
––
–
– ≈ ρ
ρ
ρ
ρ
ρ
σ
σ
σ
σ
θ
θ
ρ
∞
∞
∞
Δ
Δ
→
∑
∑=1
1
j
j–ρ∞∑
+ jtr=1
1
j
j–ρ∞∑
=+
1
1
jjt
j d–
–
–
–
ρ∞ Δ∑
∑k
iktr
=+
1∑
–
α
α
β
β
β β
β
β
β
β
ε
ε
ε
ε
ε
#!#*#!
11 ++ ++= ttt pp μ ε
ε
ε
εε
σ
σ
ε
)ln( 11 ++ = tt Pp
11 ++ += ttz μ
11 ++ = tt pz
0),cov( 1 =
≠
+tt
0),cov( 21
2+tt
( tr , 11,... + –
–
+ ntt rr )
2121 varvarvarvar nrrrr ntttt =++++ +++ …
/ n .
)()()(t
nt
rnVarrVarnVR =
)( ntrVar
)( trVar
)(^ nVR
))1(2,0(~)1)(( ^ nNnVRnT
(n = 10, T = 77)
(n = 10, T = 109)
t
ttttt P
DPRRR 11111
11 1 ++
+++
+
+==
1+tR t + 1,
1+tP t + 1,
1+tD t + 1
P/D = exp(p d)
)(1
1jtjt
j
jttt rdEconstdp ++
=
+
0)(lim =++ jtjtj
j dp
=++=
=
1
1 ),cov(),cov()var (j
jtttjtj
tttt rdpddpdp
Btt
tt
Att
tt
dp
dp
dp
dp
)var(
),cov(
)var(
,cov(1
ktt
k
ikt pdr +
=+ ++
+
+
+ +
++
+
+
=
=
=
=
=
=
=
)~(1
ttt udp )( 1dp
2002,...19901989,...1926
~~
2
1
=
=
tt
pddppddp
pdpd
t
t
t
t
1pd , 2pd
ttt dpr 1
ttt udpdp 1
( )22 /131)ˆ( TOT
Eu
u
u
2u
11 ++ ++= ttt xr μ
0)( =tE
11~
++ ++= ttt pdr μ
Tpd~ˆ
ˆ
μ̂ +
1~ˆ ++ Tpdμ
)( 1+
–
TT rE
)( 21 ++ TT rE
μ=
≥
+ )|( 1 tt DrE
}0,{= irD itt
Δ
– –
– –
–
–
–
–
––
–
–
– –
– –
–
–
––
–
– ≈ ρ
ρ
ρ
ρ
ρ
σ
σ
σ
σ
θ
θ
ρ
∞
∞
∞
Δ
Δ
→
∑
∑=1
1
j
j–ρ∞∑
+ jtr=1
1
j
j–ρ∞∑
=+
1
1
jjt
j d–
–
–
–
ρ∞ Δ∑
∑k
iktr
=+
1∑
–
α
α
β
β
β β
β
β
β
β
ε
ε
ε
ε
ε
!#*#!
11 ++ ++= ttt pp μ ε
ε
ε
εε
σ
σ
ε
)ln( 11 ++ = tt Pp
11 ++ += ttz μ
11 ++ = tt pz
0),cov( 1 =
≠
+tt
0),cov( 21
2+tt
( tr , 11,... + –
–
+ ntt rr )
2121 varvarvarvar nrrrr ntttt =++++ +++ …
/ n .
)()()(t
nt
rnVarrVarnVR =
)( ntrVar
)( trVar
)(^ nVR
))1(2,0(~)1)(( ^ nNnVRnT
(n = 10, T = 77)
(n = 10, T = 109)
t
ttttt P
DPRRR 11111
11 1 ++
+++
+
+==
1+tR t + 1,
1+tP t + 1,
1+tD t + 1
P/D = exp(p d)
)(1
1jtjt
j
jttt rdEconstdp ++
=
+
0)(lim =++ jtjtj
j dp
=++=
=
1
1 ),cov(),cov()var (j
jtttjtj
tttt rdpddpdp
Btt
tt
Att
tt
dp
dp
dp
dp
)var(
),cov(
)var(
,cov(1
ktt
k
ikt pdr +
=+ ++
+
+
+ +
++
+
+
=
=
=
=
=
=
=
)~(1
ttt udp )( 1dp
2002,...19901989,...1926
~~
2
1
=
=
tt
pddppddp
pdpd
t
t
t
t
1pd , 2pd
ttt dpr 1
ttt udpdp 1
( )22 /131)ˆ( TOT
Eu
u
u
2u
11 ++ ++= ttt xr μ
0)( =tE
11~
++ ++= ttt pdr μ
Tpd~ˆ
ˆ
μ̂ +
1~ˆ ++ Tpdμ
)( 1+
–
TT rE
)( 21 ++ TT rE
μ=
≥
+ )|( 1 tt DrE
}0,{= irD itt
Δ
– –
– –
–
–
–
–
––
–
–
– –
– –
–
–
––
–
– ≈ ρ
ρ
ρ
ρ
ρ
σ
σ
σ
σ
θ
θ
ρ
∞
∞
∞
Δ
Δ
→
∑
∑=1
1
j
j–ρ∞∑
+ jtr=1
1
j
j–ρ∞∑
=+
1
1
jjt
j d–
–
–
–
ρ∞ Δ∑
∑k
iktr
=+
1∑
–
α
α
β
β
β β
β
β
β
β
ε
ε
ε
ε
ε
!#*#!'()" $# +,-" ( !
!
!! ! ! !!!!!!!!!!!
11 ++ ++= ttt pp μ ε
ε
ε
εε
σ
σ
ε
)ln( 11 ++ = tt Pp
11 ++ += ttz μ
11 ++ = tt pz
0),cov( 1 =
≠
+tt
0),cov( 21
2+tt
( tr , 11,... + –
–
+ ntt rr )
2121 varvarvarvar nrrrr ntttt =++++ +++ …
/ n .
)()()(t
nt
rnVarrVarnVR =
)( ntrVar
)( trVar
)(^ nVR
))1(2,0(~)1)(( ^ nNnVRnT
(n = 10, T = 77)
(n = 10, T = 109)
t
ttttt P
DPRRR 11111
11 1 ++
+++
+
+==
1+tR t + 1,
1+tP t + 1,
1+tD t + 1
P/D = exp(p d)
)(1
1jtjt
j
jttt rdEconstdp ++
=
+
0)(lim =++ jtjtj
j dp
=++=
=
1
1 ),cov(),cov()var (j
jtttjtj
tttt rdpddpdp
Btt
tt
Att
tt
dp
dp
dp
dp
)var(
),cov(
)var(
,cov(1
ktt
k
ikt pdr +
=+ ++
+
+
+ +
++
+
+
=
=
=
=
=
=
=
)~(1
ttt udp )( 1dp
2002,...19901989,...1926
~~
2
1
=
=
tt
pddppddp
pdpd
t
t
t
t
1pd , 2pd
ttt dpr 1
ttt udpdp 1
( )22 /131)ˆ( TOT
Eu
u
u
2u
11 ++ ++= ttt xr μ
0)( =tE
11~
++ ++= ttt pdr μ
Tpd~ˆ
ˆ
μ̂ +
1~ˆ ++ Tpdμ
)( 1+
–
TT rE
)( 21 ++ TT rE
μ=
≥
+ )|( 1 tt DrE
}0,{= irD itt
Δ
– –
– –
–
–
–
–
––
–
–
– –
– –
–
–
––
–
– ≈ ρ
ρ
ρ
ρ
ρ
σ
σ
σ
σ
θ
θ
ρ
∞
∞
∞
Δ
Δ
→
∑
∑=1
1
j
j–ρ∞∑
+ jtr=1
1
j
j–ρ∞∑
=+
1
1
jjt
j d–
–
–
–
ρ∞ Δ∑
∑k
iktr
=+
1∑
–
α
α
β
β
β β
β
β
β
β
ε
ε
ε
ε
ε
! ! ! !!!!
!
11 ++ ++= ttt pp μ ε
ε
ε
εε
σ
σ
ε
)ln( 11 ++ = tt Pp
11 ++ += ttz μ
11 ++ = tt pz
0),cov( 1 =
≠
+tt
0),cov( 21
2+tt
( tr , 11,... + –
–
+ ntt rr )
2121 varvarvarvar nrrrr ntttt =++++ +++ …
/ n .
)()()(t
nt
rnVarrVarnVR =
)( ntrVar
)( trVar
)(^ nVR
))1(2,0(~)1)(( ^ nNnVRnT
(n = 10, T = 77)
(n = 10, T = 109)
t
ttttt P
DPRRR 11111
11 1 ++
+++
+
+==
1+tR t + 1,
1+tP t + 1,
1+tD t + 1
P/D = exp(p d)
)(1
1jtjt
j
jttt rdEconstdp ++
=
+
0)(lim =++ jtjtj
j dp
=++=
=
1
1 ),cov(),cov()var (j
jtttjtj
tttt rdpddpdp
Btt
tt
Att
tt
dp
dp
dp
dp
)var(
),cov(
)var(
,cov(1
ktt
k
ikt pdr +
=+ ++
+
+
+ +
++
+
+
=
=
=
=
=
=
=
)~(1
ttt udp )( 1dp
2002,...19901989,...1926
~~
2
1
=
=
tt
pddppddp
pdpd
t
t
t
t
1pd , 2pd
ttt dpr 1
ttt udpdp 1
( )22 /131)ˆ( TOT
Eu
u
u
2u
11 ++ ++= ttt xr μ
0)( =tE
11~
++ ++= ttt pdr μ
Tpd~ˆ
ˆ
μ̂ +
1~ˆ ++ Tpdμ
)( 1+
–
TT rE
)( 21 ++ TT rE
μ=
≥
+ )|( 1 tt DrE
}0,{= irD itt
Δ
– –
– –
–
–
–
–
––
–
–
– –
– –
–
–
––
–
– ≈ ρ
ρ
ρ
ρ
ρ
σ
σ
σ
σ
θ
θ
ρ
∞
∞
∞
Δ
Δ
→
∑
∑=1
1
j
j–ρ∞∑
+ jtr=1
1
j
j–ρ∞∑
=+
1
1
jjt
j d–
–
–
–
ρ∞ Δ∑
∑k
iktr
=+
1∑
–
α
α
β
β
β β
β
β
β
β
ε
ε
ε
ε
ε
!
!
!!! !!!!!!!!!!
11 ++ ++= ttt pp μ ε
ε
ε
εε
σ
σ
ε
)ln( 11 ++ = tt Pp
11 ++ += ttz μ
11 ++ = tt pz
0),cov( 1 =
≠
+tt
0),cov( 21
2+tt
( tr , 11,... + –
–
+ ntt rr )
2121 varvarvarvar nrrrr ntttt =++++ +++ …
/ n .
)()()(t
nt
rnVarrVarnVR =
)( ntrVar
)( trVar
)(^ nVR
))1(2,0(~)1)(( ^ nNnVRnT
(n = 10, T = 77)
(n = 10, T = 109)
t
ttttt P
DPRRR 11111
11 1 ++
+++
+
+==
1+tR t + 1,
1+tP t + 1,
1+tD t + 1
P/D = exp(p d)
)(1
1jtjt
j
jttt rdEconstdp ++
=
+
0)(lim =++ jtjtj
j dp
=++=
=
1
1 ),cov(),cov()var (j
jtttjtj
tttt rdpddpdp
Btt
tt
Att
tt
dp
dp
dp
dp
)var(
),cov(
)var(
,cov(1
ktt
k
ikt pdr +
=+ ++
+
+
+ +
++
+
+
=
=
=
=
=
=
=
)~(1
ttt udp )( 1dp
2002,...19901989,...1926
~~
2
1
=
=
tt
pddppddp
pdpd
t
t
t
t
1pd , 2pd
ttt dpr 1
ttt udpdp 1
( )22 /131)ˆ( TOT
Eu
u
u
2u
11 ++ ++= ttt xr μ
0)( =tE
11~
++ ++= ttt pdr μ
Tpd~ˆ
ˆ
μ̂ +
1~ˆ ++ Tpdμ
)( 1+
–
TT rE
)( 21 ++ TT rE
μ=
≥
+ )|( 1 tt DrE
}0,{= irD itt
Δ
– –
– –
–
–
–
–
––
–
–
– –
– –
–
–
––
–
– ≈ ρ
ρ
ρ
ρ
ρ
σ
σ
σ
σ
θ
θ
ρ
∞
∞
∞
Δ
Δ
→
∑
∑=1
1
j
j–ρ∞∑
+ jtr=1
1
j
j–ρ∞∑
=+
1
1
jjt
j d–
–
–
–
ρ∞ Δ∑
∑k
iktr
=+
1∑
–
α
α
β
β
β β
β
β
β
β
ε
ε
ε
ε
ε
! ! !!!!!
!!
11 ++ ++= ttt pp μ ε
ε
ε
εε
σ
σ
ε
)ln( 11 ++ = tt Pp
11 ++ += ttz μ
11 ++ = tt pz
0),cov( 1 =
≠
+tt
0),cov( 21
2+tt
( tr , 11,... + –
–
+ ntt rr )
2121 varvarvarvar nrrrr ntttt =++++ +++ …
/ n .
)()()(t
nt
rnVarrVarnVR =
)( ntrVar
)( trVar
)(^ nVR
))1(2,0(~)1)(( ^ nNnVRnT
(n = 10, T = 77)
(n = 10, T = 109)
t
ttttt P
DPRRR 11111
11 1 ++
+++
+
+==
1+tR t + 1,
1+tP t + 1,
1+tD t + 1
P/D = exp(p d)
)(1
1jtjt
j
jttt rdEconstdp ++
=
+
0)(lim =++ jtjtj
j dp
=++=
=
1
1 ),cov(),cov()var (j
jtttjtj
tttt rdpddpdp
Btt
tt
Att
tt
dp
dp
dp
dp
)var(
),cov(
)var(
,cov(1
ktt
k
ikt pdr +
=+ ++
+
+
+ +
++
+
+
=
=
=
=
=
=
=
)~(1
ttt udp )( 1dp
2002,...19901989,...1926
~~
2
1
=
=
tt
pddppddp
pdpd
t
t
t
t
1pd , 2pd
ttt dpr 1
ttt udpdp 1
( )22 /131)ˆ( TOT
Eu
u
u
2u
11 ++ ++= ttt xr μ
0)( =tE
11~
++ ++= ttt pdr μ
Tpd~ˆ
ˆ
μ̂ +
1~ˆ ++ Tpdμ
)( 1+
–
TT rE
)( 21 ++ TT rE
μ=
≥
+ )|( 1 tt DrE
}0,{= irD itt
Δ
– –
– –
–
–
–
–
––
–
–
– –
– –
–
–
––
–
– ≈ ρ
ρ
ρ
ρ
ρ
σ
σ
σ
σ
θ
θ
ρ
∞
∞
∞
Δ
Δ
→
∑
∑=1
1
j
j–ρ∞∑
+ jtr=1
1
j
j–ρ∞∑
=+
1
1
jjt
j d–
–
–
–
ρ∞ Δ∑
∑k
iktr
=+
1∑
–
α
α
β
β
β β
β
β
β
β
ε
ε
ε
ε
ε
!
5!"!6
!
11 ++ ++= ttt pp μ ε
ε
ε
εε
σ
σ
ε
)ln( 11 ++ = tt Pp
11 ++ += ttz μ
11 ++ = tt pz
0),cov( 1 =
≠
+tt
0),cov( 21
2+tt
( tr , 11,... + –
–
+ ntt rr )
2121 varvarvarvar nrrrr ntttt =++++ +++ …
/ n .
)()()(t
nt
rnVarrVarnVR =
)( ntrVar
)( trVar
)(^ nVR
))1(2,0(~)1)(( ^ nNnVRnT
(n = 10, T = 77)
(n = 10, T = 109)
t
ttttt P
DPRRR 11111
11 1 ++
+++
+
+==
1+tR t + 1,
1+tP t + 1,
1+tD t + 1
P/D = exp(p d)
)(1
1jtjt
j
jttt rdEconstdp ++
=
+
0)(lim =++ jtjtj
j dp
=++=
=
1
1 ),cov(),cov()var (j
jtttjtj
tttt rdpddpdp
Btt
tt
Att
tt
dp
dp
dp
dp
)var(
),cov(
)var(
,cov(1
ktt
k
ikt pdr +
=+ ++
+
+
+ +
++
+
+
=
=
=
=
=
=
=
)~(1
ttt udp )( 1dp
2002,...19901989,...1926
~~
2
1
=
=
tt
pddppddp
pdpd
t
t
t
t
1pd , 2pd
ttt dpr 1
ttt udpdp 1
( )22 /131)ˆ( TOT
Eu
u
u
2u
11 ++ ++= ttt xr μ
0)( =tE
11~
++ ++= ttt pdr μ
Tpd~ˆ
ˆ
μ̂ +
1~ˆ ++ Tpdμ
)( 1+
–
TT rE
)( 21 ++ TT rE
μ=
≥
+ )|( 1 tt DrE
}0,{= irD itt
Δ
– –
– –
–
–
–
–
––
–
–
– –
– –
–
–
––
–
– ≈ ρ
ρ
ρ
ρ
ρ
σ
σ
σ
σ
θ
θ
ρ
∞
∞
∞
Δ
Δ
→
∑
∑=1
1
j
j–ρ∞∑
+ jtr=1
1
j
j–ρ∞∑
=+
1
1
jjt
j d–
–
–
–
ρ∞ Δ∑
∑k
iktr
=+
1∑
–
α
α
β
β
β β
β
β
β
β
ε
ε
ε
ε
ε
! ! ! !
11 ++ ++= ttt pp μ ε
ε
ε
εε
σ
σ
ε
)ln( 11 ++ = tt Pp
11 ++ += ttz μ
11 ++ = tt pz
0),cov( 1 =
≠
+tt
0),cov( 21
2+tt
( tr , 11,... + –
–
+ ntt rr )
2121 varvarvarvar nrrrr ntttt =++++ +++ …
/ n .
)()()(t
nt
rnVarrVarnVR =
)( ntrVar
)( trVar
)(^ nVR
))1(2,0(~)1)(( ^ nNnVRnT
(n = 10, T = 77)
(n = 10, T = 109)
t
ttttt P
DPRRR 11111
11 1 ++
+++
+
+==
1+tR t + 1,
1+tP t + 1,
1+tD t + 1
P/D = exp(p d)
)(1
1jtjt
j
jttt rdEconstdp ++
=
+
0)(lim =++ jtjtj
j dp
=++=
=
1
1 ),cov(),cov()var (j
jtttjtj
tttt rdpddpdp
Btt
tt
Att
tt
dp
dp
dp
dp
)var(
),cov(
)var(
,cov(1
ktt
k
ikt pdr +
=+ ++
+
+
+ +
++
+
+
=
=
=
=
=
=
=
)~(1
ttt udp )( 1dp
2002,...19901989,...1926
~~
2
1
=
=
tt
pddppddp
pdpd
t
t
t
t
1pd , 2pd
ttt dpr 1
ttt udpdp 1
( )22 /131)ˆ( TOT
Eu
u
u
2u
11 ++ ++= ttt xr μ
0)( =tE
11~
++ ++= ttt pdr μ
Tpd~ˆ
ˆ
μ̂ +
1~ˆ ++ Tpdμ
)( 1+
–
TT rE
)( 21 ++ TT rE
μ=
≥
+ )|( 1 tt DrE
}0,{= irD itt
Δ
– –
– –
–
–
–
–
––
–
–
– –
– –
–
–
––
–
– ≈ ρ
ρ
ρ
ρ
ρ
σ
σ
σ
σ
θ
θ
ρ
∞
∞
∞
Δ
Δ
→
∑
∑=1
1
j
j–ρ∞∑
+ jtr=1
1
j
j–ρ∞∑
=+
1
1
jjt
j d–
–
–
–
ρ∞ Δ∑
∑k
iktr
=+
1∑
–
α
α
β
β
β β
β
β
β
β
ε
ε
ε
ε
ε
11 ++ ++= ttt pp μ ε
ε
ε
εε
σ
σ
ε
)ln( 11 ++ = tt Pp
11 ++ += ttz μ
11 ++ = tt pz
0),cov( 1 =
≠
+tt
0),cov( 21
2+tt
( tr , 11,... + –
–
+ ntt rr )
2121 varvarvarvar nrrrr ntttt =++++ +++ …
/ n .
)()()(t
nt
rnVarrVarnVR =
)( ntrVar
)( trVar
)(^ nVR
))1(2,0(~)1)(( ^ nNnVRnT
(n = 10, T = 77)
(n = 10, T = 109)
t
ttttt P
DPRRR 11111
11 1 ++
+++
+
+==
1+tR t + 1,
1+tP t + 1,
1+tD t + 1
P/D = exp(p d)
)(1
1jtjt
j
jttt rdEconstdp ++
=
+
0)(lim =++ jtjtj
j dp
=++=
=
1
1 ),cov(),cov()var (j
jtttjtj
tttt rdpddpdp
Btt
tt
Att
tt
dp
dp
dp
dp
)var(
),cov(
)var(
,cov(1
ktt
k
ikt pdr +
=+ ++
+
+
+ +
++
+
+
=
=
=
=
=
=
=
)~(1
ttt udp )( 1dp
2002,...19901989,...1926
~~
2
1
=
=
tt
pddppddp
pdpd
t
t
t
t
1pd , 2pd
ttt dpr 1
ttt udpdp 1
( )22 /131)ˆ( TOT
Eu
u
u
2u
11 ++ ++= ttt xr μ
0)( =tE
11~
++ ++= ttt pdr μ
Tpd~ˆ
ˆ
μ̂ +
1~ˆ ++ Tpdμ
)( 1+
–
TT rE
)( 21 ++ TT rE
μ=
≥
+ )|( 1 tt DrE
}0,{= irD itt
Δ
– –
– –
–
–
–
–
––
–
–
– –
– –
–
–
––
–
– ≈ ρ
ρ
ρ
ρ
ρ
σ
σ
σ
σ
θ
θ
ρ
∞
∞
∞
Δ
Δ
→
∑
∑=1
1
j
j–ρ∞∑
+ jtr=1
1
j
j–ρ∞∑
=+
1
1
jjt
j d–
–
–
–
ρ∞ Δ∑
∑k
iktr
=+
1∑
–
α
α
β
β
β β
β
β
β
β
ε
ε
ε
ε
ε
!
!
!'
!
!
!(
!
!
!!
!)
11 ++ ++= ttt pp μ ε
ε
ε
εε
σ
σ
ε
)ln( 11 ++ = tt Pp
11 ++ += ttz μ
11 ++ = tt pz
0),cov( 1 =
≠
+tt
0),cov( 21
2+tt
( tr , 11,... + –
–
+ ntt rr )
2121 varvarvarvar nrrrr ntttt =++++ +++ …
/ n .
)()()(t
nt
rnVarrVarnVR =
)( ntrVar
)( trVar
)(^ nVR
))1(2,0(~)1)(( ^ nNnVRnT
(n = 10, T = 77)
(n = 10, T = 109)
t
ttttt P
DPRRR 11111
11 1 ++
+++
+
+==
1+tR t + 1,
1+tP t + 1,
1+tD t + 1
P/D = exp(p d)
)(1
1jtjt
j
jttt rdEconstdp ++
=
+
0)(lim =++ jtjtj
j dp
=++=
=
1
1 ),cov(),cov()var (j
jtttjtj
tttt rdpddpdp
Btt
tt
Att
tt
dp
dp
dp
dp
)var(
),cov(
)var(
,cov(1
ktt
k
ikt pdr +
=+ ++
+
+
+ +
++
+
+
=
=
=
=
=
=
=
)~(1
ttt udp )( 1dp
2002,...19901989,...1926
~~
2
1
=
=
tt
pddppddp
pdpd
t
t
t
t
1pd , 2pd
ttt dpr 1
ttt udpdp 1
( )22 /131)ˆ( TOT
Eu
u
u
2u
11 ++ ++= ttt xr μ
0)( =tE
11~
++ ++= ttt pdr μ
Tpd~ˆ
ˆ
μ̂ +
1~ˆ ++ Tpdμ
)( 1+
–
TT rE
)( 21 ++ TT rE
μ=
≥
+ )|( 1 tt DrE
}0,{= irD itt
Δ
– –
– –
–
–
–
–
––
–
–
– –
– –
–
–
––
–
– ≈ ρ
ρ
ρ
ρ
ρ
σ
σ
σ
σ
θ
θ
ρ
∞
∞
∞
Δ
Δ
→
∑
∑=1
1
j
j–ρ∞∑
+ jtr=1
1
j
j–ρ∞∑
=+
1
1
jjt
j d–
–
–
–
ρ∞ Δ∑
∑k
iktr
=+
1∑
–
α
α
β
β
β β
β
β
β
β
ε
ε
ε
ε
ε
!! ! ! !!!!
11 ++ ++= ttt pp μ ε
ε
ε
εε
σ
σ
ε
)ln( 11 ++ = tt Pp
11 ++ += ttz μ
11 ++ = tt pz
0),cov( 1 =
≠
+tt
0),cov( 21
2+tt
( tr , 11,... + –
–
+ ntt rr )
2121 varvarvarvar nrrrr ntttt =++++ +++ …
/ n .
)()()(t
nt
rnVarrVarnVR =
)( ntrVar
)( trVar
)(^ nVR
))1(2,0(~)1)(( ^ nNnVRnT
(n = 10, T = 77)
(n = 10, T = 109)
t
ttttt P
DPRRR 11111
11 1 ++
+++
+
+==
1+tR t + 1,
1+tP t + 1,
1+tD t + 1
P/D = exp(p d)
)(1
1jtjt
j
jttt rdEconstdp ++
=
+
0)(lim =++ jtjtj
j dp
=++=
=
1
1 ),cov(),cov()var (j
jtttjtj
tttt rdpddpdp
Btt
tt
Att
tt
dp
dp
dp
dp
)var(
),cov(
)var(
,cov(1
ktt
k
ikt pdr +
=+ ++
+
+
+ +
++
+
+
=
=
=
=
=
=
=
)~(1
ttt udp )( 1dp
2002,...19901989,...1926
~~
2
1
=
=
tt
pddppddp
pdpd
t
t
t
t
1pd , 2pd
ttt dpr 1
ttt udpdp 1
( )22 /131)ˆ( TOT
Eu
u
u
2u
11 ++ ++= ttt xr μ
0)( =tE
11~
++ ++= ttt pdr μ
Tpd~ˆ
ˆ
μ̂ +
1~ˆ ++ Tpdμ
)( 1+
–
TT rE
)( 21 ++ TT rE
μ=
≥
+ )|( 1 tt DrE
}0,{= irD itt
Δ
– –
– –
–
–
–
–
––
–
–
– –
– –
–
–
––
–
– ≈ ρ
ρ
ρ
ρ
ρ
σ
σ
σ
σ
θ
θ
ρ
∞
∞
∞
Δ
Δ
→
∑
∑=1
1
j
j–ρ∞∑
+ jtr=1
1
j
j–ρ∞∑
=+
1
1
jjt
j d–
–
–
–
ρ∞ Δ∑
∑k
iktr
=+
1∑
–
α
α
β
β
β β
β
β
β
β
ε
ε
ε
ε
ε
–ut
11 ++ ++= ttt pp μ ε
ε
ε
εε
σ
σ
ε
)ln( 11 ++ = tt Pp
11 ++ += ttz μ
11 ++ = tt pz
0),cov( 1 =
≠
+tt
0),cov( 21
2+tt
( tr , 11,... + –
–
+ ntt rr )
2121 varvarvarvar nrrrr ntttt =++++ +++ …
/ n .
)()()(t
nt
rnVarrVarnVR =
)( ntrVar
)( trVar
)(^ nVR
))1(2,0(~)1)(( ^ nNnVRnT
(n = 10, T = 77)
(n = 10, T = 109)
t
ttttt P
DPRRR 11111
11 1 ++
+++
+
+==
1+tR t + 1,
1+tP t + 1,
1+tD t + 1
P/D = exp(p d)
)(1
1jtjt
j
jttt rdEconstdp ++
=
+
0)(lim =++ jtjtj
j dp
=++=
=
1
1 ),cov(),cov()var (j
jtttjtj
tttt rdpddpdp
Btt
tt
Att
tt
dp
dp
dp
dp
)var(
),cov(
)var(
,cov(1
ktt
k
ikt pdr +
=+ ++
+
+
+ +
++
+
+
=
=
=
=
=
=
=
)~(1
ttt udp )( 1dp
2002,...19901989,...1926
~~
2
1
=
=
tt
pddppddp
pdpd
t
t
t
t
1pd , 2pd
ttt dpr 1
ttt udpdp 1
( )22 /131)ˆ( TOT
Eu
u
u
2u
11 ++ ++= ttt xr μ
0)( =tE
11~
++ ++= ttt pdr μ
Tpd~ˆ
ˆ
μ̂ +
1~ˆ ++ Tpdμ
)( 1+
–
TT rE
)( 21 ++ TT rE
μ=
≥
+ )|( 1 tt DrE
}0,{= irD itt
Δ
– –
– –
–
–
–
–
––
–
–
– –
– –
–
–
––
–
– ≈ ρ
ρ
ρ
ρ
ρ
σ
σ
σ
σ
θ
θ
ρ
∞
∞
∞
Δ
Δ
→
∑
∑=1
1
j
j–ρ∞∑
+ jtr=1
1
j
j–ρ∞∑
=+
1
1
jjt
j d–
–
–
–
ρ∞ Δ∑
∑k
iktr
=+
1∑
–
α
α
β
β
β β
β
β
β
β
ε
ε
ε
ε
ε
!
!
!*
11 ++ ++= ttt pp μ ε
ε
ε
εε
σ
σ
ε
)ln( 11 ++ = tt Pp
11 ++ += ttz μ
11 ++ = tt pz
0),cov( 1 =
≠
+tt
0),cov( 21
2+tt
( tr , 11,... + –
–
+ ntt rr )
2121 varvarvarvar nrrrr ntttt =++++ +++ …
/ n .
)()()(t
nt
rnVarrVarnVR =
)( ntrVar
)( trVar
)(^ nVR
))1(2,0(~)1)(( ^ nNnVRnT
(n = 10, T = 77)
(n = 10, T = 109)
t
ttttt P
DPRRR 11111
11 1 ++
+++
+
+==
1+tR t + 1,
1+tP t + 1,
1+tD t + 1
P/D = exp(p d)
)(1
1jtjt
j
jttt rdEconstdp ++
=
+
0)(lim =++ jtjtj
j dp
=++=
=
1
1 ),cov(),cov()var (j
jtttjtj
tttt rdpddpdp
Btt
tt
Att
tt
dp
dp
dp
dp
)var(
),cov(
)var(
,cov(1
ktt
k
ikt pdr +
=+ ++
+
+
+ +
++
+
+
=
=
=
=
=
=
=
)~(1
ttt udp )( 1dp
2002,...19901989,...1926
~~
2
1
=
=
tt
pddppddp
pdpd
t
t
t
t
1pd , 2pd
ttt dpr 1
ttt udpdp 1
( )22 /131)ˆ( TOT
Eu
u
u
2u
11 ++ ++= ttt xr μ
0)( =tE
11~
++ ++= ttt pdr μ
Tpd~ˆ
ˆ
μ̂ +
1~ˆ ++ Tpdμ
)( 1+
–
TT rE
)( 21 ++ TT rE
μ=
≥
+ )|( 1 tt DrE
}0,{= irD itt
Δ
– –
– –
–
–
–
–
––
–
–
– –
– –
–
–
––
–
– ≈ ρ
ρ
ρ
ρ
ρ
σ
σ
σ
σ
θ
θ
ρ
∞
∞
∞
Δ
Δ
→
∑
∑=1
1
j
j–ρ∞∑
+ jtr=1
1
j
j–ρ∞∑
=+
1
1
jjt
j d–
–
–
–
ρ∞ Δ∑
∑k
iktr
=+
1∑
–
α
α
β
β
β β
β
β
β
β
ε
ε
ε
ε
ε
11 ++ ++= ttt pp μ ε
ε
ε
εε
σ
σ
ε
)ln( 11 ++ = tt Pp
11 ++ += ttz μ
11 ++ = tt pz
0),cov( 1 =
≠
+tt
0),cov( 21
2+tt
( tr , 11,... + –
–
+ ntt rr )
2121 varvarvarvar nrrrr ntttt =++++ +++ …
/ n .
)()()(t
nt
rnVarrVarnVR =
)( ntrVar
)( trVar
)(^ nVR
))1(2,0(~)1)(( ^ nNnVRnT
(n = 10, T = 77)
(n = 10, T = 109)
t
ttttt P
DPRRR 11111
11 1 ++
+++
+
+==
1+tR t + 1,
1+tP t + 1,
1+tD t + 1
P/D = exp(p d)
)(1
1jtjt
j
jttt rdEconstdp ++
=
+
0)(lim =++ jtjtj
j dp
=++=
=
1
1 ),cov(),cov()var (j
jtttjtj
tttt rdpddpdp
Btt
tt
Att
tt
dp
dp
dp
dp
)var(
),cov(
)var(
,cov(1
ktt
k
ikt pdr +
=+ ++
+
+
+ +
++
+
+
=
=
=
=
=
=
=
)~(1
ttt udp )( 1dp
2002,...19901989,...1926
~~
2
1
=
=
tt
pddppddp
pdpd
t
t
t
t
1pd , 2pd
ttt dpr 1
ttt udpdp 1
( )22 /131)ˆ( TOT
Eu
u
u
2u
11 ++ ++= ttt xr μ
0)( =tE
11~
++ ++= ttt pdr μ
Tpd~ˆ
ˆ
μ̂ +
1~ˆ ++ Tpdμ
)( 1+
–
TT rE
)( 21 ++ TT rE
μ=
≥
+ )|( 1 tt DrE
}0,{= irD itt
Δ
– –
– –
–
–
–
–
––
–
–
– –
– –
–
–
––
–
– ≈ ρ
ρ
ρ
ρ
ρ
σ
σ
σ
σ
θ
θ
ρ
∞
∞
∞
Δ
Δ
→
∑
∑=1
1
j
j–ρ∞∑
+ jtr=1
1
j
j–ρ∞∑
=+
1
1
jjt
j d–
–
–
–
ρ∞ Δ∑
∑k
iktr
=+
1∑
–
α
α
β
β
β β
β
β
β
β
ε
ε
ε
ε
ε
!
11 ++ ++= ttt pp μ ε
ε
ε
εε
σ
σ
ε
)ln( 11 ++ = tt Pp
11 ++ += ttz μ
11 ++ = tt pz
0),cov( 1 =
≠
+tt
0),cov( 21
2+tt
( tr , 11,... + –
–
+ ntt rr )
2121 varvarvarvar nrrrr ntttt =++++ +++ …
/ n .
)()()(t
nt
rnVarrVarnVR =
)( ntrVar
)( trVar
)(^ nVR
))1(2,0(~)1)(( ^ nNnVRnT
(n = 10, T = 77)
(n = 10, T = 109)
t
ttttt P
DPRRR 11111
11 1 ++
+++
+
+==
1+tR t + 1,
1+tP t + 1,
1+tD t + 1
P/D = exp(p d)
)(1
1jtjt
j
jttt rdEconstdp ++
=
+
0)(lim =++ jtjtj
j dp
=++=
=
1
1 ),cov(),cov()var (j
jtttjtj
tttt rdpddpdp
Btt
tt
Att
tt
dp
dp
dp
dp
)var(
),cov(
)var(
,cov(1
ktt
k
ikt pdr +
=+ ++
+
+
+ +
++
+
+
=
=
=
=
=
=
=
)~(1
ttt udp )( 1dp
2002,...19901989,...1926
~~
2
1
=
=
tt
pddppddp
pdpd
t
t
t
t
1pd , 2pd
ttt dpr 1
ttt udpdp 1
( )22 /131)ˆ( TOT
Eu
u
u
2u
11 ++ ++= ttt xr μ
0)( =tE
11~
++ ++= ttt pdr μ
Tpd~ˆ
ˆ
μ̂ +
1~ˆ ++ Tpdμ
)( 1+
–
TT rE
)( 21 ++ TT rE
μ=
≥
+ )|( 1 tt DrE
}0,{= irD itt
Δ
– –
– –
–
–
–
–
––
–
–
– –
– –
–
–
––
–
– ≈ ρ
ρ
ρ
ρ
ρ
σ
σ
σ
σ
θ
θ
ρ
∞
∞
∞
Δ
Δ
→
∑
∑=1
1
j
j–ρ∞∑
+ jtr=1
1
j
j–ρ∞∑
=+
1
1
jjt
j d–
–
–
–
ρ∞ Δ∑
∑k
iktr
=+
1∑
–
α
α
β
β
β β
β
β
β
β
ε
ε
ε
ε
ε
11 ++ ++= ttt pp μ ε
ε
ε
εε
σ
σ
ε
)ln( 11 ++ = tt Pp
11 ++ += ttz μ
11 ++ = tt pz
0),cov( 1 =
≠
+tt
0),cov( 21
2+tt
( tr , 11,... + –
–
+ ntt rr )
2121 varvarvarvar nrrrr ntttt =++++ +++ …
/ n .
)()()(t
nt
rnVarrVarnVR =
)( ntrVar
)( trVar
)(^ nVR
))1(2,0(~)1)(( ^ nNnVRnT
(n = 10, T = 77)
(n = 10, T = 109)
t
ttttt P
DPRRR 11111
11 1 ++
+++
+
+==
1+tR t + 1,
1+tP t + 1,
1+tD t + 1
P/D = exp(p d)
)(1
1jtjt
j
jttt rdEconstdp ++
=
+
0)(lim =++ jtjtj
j dp
=++=
=
1
1 ),cov(),cov()var (j
jtttjtj
tttt rdpddpdp
Btt
tt
Att
tt
dp
dp
dp
dp
)var(
),cov(
)var(
,cov(1
ktt
k
ikt pdr +
=+ ++
+
+
+ +
++
+
+
=
=
=
=
=
=
=
)~(1
ttt udp )( 1dp
2002,...19901989,...1926
~~
2
1
=
=
tt
pddppddp
pdpd
t
t
t
t
1pd , 2pd
ttt dpr 1
ttt udpdp 1
( )22 /131)ˆ( TOT
Eu
u
u
2u
11 ++ ++= ttt xr μ
0)( =tE
11~
++ ++= ttt pdr μ
Tpd~ˆ
ˆ
μ̂ +
1~ˆ ++ Tpdμ
)( 1+
–
TT rE
)( 21 ++ TT rE
μ=
≥
+ )|( 1 tt DrE
}0,{= irD itt
Δ
– –
– –
–
–
–
–
––
–
–
– –
– –
–
–
––
–
– ≈ ρ
ρ
ρ
ρ
ρ
σ
σ
σ
σ
θ
θ
ρ
∞
∞
∞
Δ
Δ
→
∑
∑=1
1
j
j–ρ∞∑
+ jtr=1
1
j
j–ρ∞∑
=+
1
1
jjt
j d–
–
–
–
ρ∞ Δ∑
∑k
iktr
=+
1∑
–
α
α
β
β
β β
β
β
β
β
ε
ε
ε
ε
ε
'"
!! ! !!!
11 ++ ++= ttt pp μ ε
ε
ε
εε
σ
σ
ε
)ln( 11 ++ = tt Pp
11 ++ += ttz μ
11 ++ = tt pz
0),cov( 1 =
≠
+tt
0),cov( 21
2+tt
( tr , 11,... + –
–
+ ntt rr )
2121 varvarvarvar nrrrr ntttt =++++ +++ …
/ n .
)()()(t
nt
rnVarrVarnVR =
)( ntrVar
)( trVar
)(^ nVR
))1(2,0(~)1)(( ^ nNnVRnT
(n = 10, T = 77)
(n = 10, T = 109)
t
ttttt P
DPRRR 11111
11 1 ++
+++
+
+==
1+tR t + 1,
1+tP t + 1,
1+tD t + 1
P/D = exp(p d)
)(1
1jtjt
j
jttt rdEconstdp ++
=
+
0)(lim =++ jtjtj
j dp
=++=
=
1
1 ),cov(),cov()var (j
jtttjtj
tttt rdpddpdp
Btt
tt
Att
tt
dp
dp
dp
dp
)var(
),cov(
)var(
,cov(1
ktt
k
ikt pdr +
=+ ++
+
+
+ +
++
+
+
=
=
=
=
=
=
=
)~(1
ttt udp )( 1dp
2002,...19901989,...1926
~~
2
1
=
=
tt
pddppddp
pdpd
t
t
t
t
1pd , 2pd
ttt dpr 1
ttt udpdp 1
( )22 /131)ˆ( TOT
Eu
u
u
2u
11 ++ ++= ttt xr μ
0)( =tE
11~
++ ++= ttt pdr μ
Tpd~ˆ
ˆ
μ̂ +
1~ˆ ++ Tpdμ
)( 1+
–
TT rE
)( 21 ++ TT rE
μ=
≥
+ )|( 1 tt DrE
}0,{= irD itt
Δ
– –
– –
–
–
–
–
––
–
–
– –
– –
–
–
––
–
– ≈ ρ
ρ
ρ
ρ
ρ
σ
σ
σ
σ
θ
θ
ρ
∞
∞
∞
Δ
Δ
→
∑
∑=1
1
j
j–ρ∞∑
+ jtr=1
1
j
j–ρ∞∑
=+
1
1
jjt
j d–
–
–
–
ρ∞ Δ∑
∑k
iktr
=+
1∑
–
α
α
β
β
β β
β
β
β
β
ε
ε
ε
ε
ε
11 ++ ++= ttt pp μ ε
ε
ε
εε
σ
σ
ε
)ln( 11 ++ = tt Pp
11 ++ += ttz μ
11 ++ = tt pz
0),cov( 1 =
≠
+tt
0),cov( 21
2+tt
( tr , 11,... + –
–
+ ntt rr )
2121 varvarvarvar nrrrr ntttt =++++ +++ …
/ n .
)()()(t
nt
rnVarrVarnVR =
)( ntrVar
)( trVar
)(^ nVR
))1(2,0(~)1)(( ^ nNnVRnT
(n = 10, T = 77)
(n = 10, T = 109)
t
ttttt P
DPRRR 11111
11 1 ++
+++
+
+==
1+tR t + 1,
1+tP t + 1,
1+tD t + 1
P/D = exp(p d)
)(1
1jtjt
j
jttt rdEconstdp ++
=
+
0)(lim =++ jtjtj
j dp
=++=
=
1
1 ),cov(),cov()var (j
jtttjtj
tttt rdpddpdp
Btt
tt
Att
tt
dp
dp
dp
dp
)var(
),cov(
)var(
,cov(1
ktt
k
ikt pdr +
=+ ++
+
+
+ +
++
+
+
=
=
=
=
=
=
=
)~(1
ttt udp )( 1dp
2002,...19901989,...1926
~~
2
1
=
=
tt
pddppddp
pdpd
t
t
t
t
1pd , 2pd
ttt dpr 1
ttt udpdp 1
( )22 /131)ˆ( TOT
Eu
u
u
2u
11 ++ ++= ttt xr μ
0)( =tE
11~
++ ++= ttt pdr μ
Tpd~ˆ
ˆ
μ̂ +
1~ˆ ++ Tpdμ
)( 1+
–
TT rE
)( 21 ++ TT rE
μ=
≥
+ )|( 1 tt DrE
}0,{= irD itt
Δ
– –
– –
–
–
–
–
––
–
–
– –
– –
–
–
––
–
– ≈ ρ
ρ
ρ
ρ
ρ
σ
σ
σ
σ
θ
θ
ρ
∞
∞
∞
Δ
Δ
→
∑
∑=1
1
j
j–ρ∞∑
+ jtr=1
1
j
j–ρ∞∑
=+
1
1
jjt
j d–
–
–
–
ρ∞ Δ∑
∑k
iktr
=+
1∑
–
α
α
β
β
β β
β
β
β
β
ε
ε
ε
ε
ε
11 ++ ++= ttt pp μ ε
ε
ε
εε
σ
σ
ε
)ln( 11 ++ = tt Pp
11 ++ += ttz μ
11 ++ = tt pz
0),cov( 1 =
≠
+tt
0),cov( 21
2+tt
( tr , 11,... + –
–
+ ntt rr )
2121 varvarvarvar nrrrr ntttt =++++ +++ …
/ n .
)()()(t
nt
rnVarrVarnVR =
)( ntrVar
)( trVar
)(^ nVR
))1(2,0(~)1)(( ^ nNnVRnT
(n = 10, T = 77)
(n = 10, T = 109)
t
ttttt P
DPRRR 11111
11 1 ++
+++
+
+==
1+tR t + 1,
1+tP t + 1,
1+tD t + 1
P/D = exp(p d)
)(1
1jtjt
j
jttt rdEconstdp ++
=
+
0)(lim =++ jtjtj
j dp
=++=
=
1
1 ),cov(),cov()var (j
jtttjtj
tttt rdpddpdp
Btt
tt
Att
tt
dp
dp
dp
dp
)var(
),cov(
)var(
,cov(1
ktt
k
ikt pdr +
=+ ++
+
+
+ +
++
+
+
=
=
=
=
=
=
=
)~(1
ttt udp )( 1dp
2002,...19901989,...1926
~~
2
1
=
=
tt
pddppddp
pdpd
t
t
t
t
1pd , 2pd
ttt dpr 1
ttt udpdp 1
( )22 /131)ˆ( TOT
Eu
u
u
2u
11 ++ ++= ttt xr μ
0)( =tE
11~
++ ++= ttt pdr μ
Tpd~ˆ
ˆ
μ̂ +
1~ˆ ++ Tpdμ
)( 1+
–
TT rE
)( 21 ++ TT rE
μ=
≥
+ )|( 1 tt DrE
}0,{= irD itt
Δ
– –
– –
–
–
–
–
––
–
–
– –
– –
–
–
––
–
– ≈ ρ
ρ
ρ
ρ
ρ
σ
σ
σ
σ
θ
θ
ρ
∞
∞
∞
Δ
Δ
→
∑
∑=1
1
j
j–ρ∞∑
+ jtr=1
1
j
j–ρ∞∑
=+
1
1
jjt
j d–
–
–
–
ρ∞ Δ∑
∑k
iktr
=+
1∑
–
α
α
β
β
β β
β
β
β
β
ε
ε
ε
ε
ε
T
!
!
'#
!
!
'$
!
"#$%"&'"#
)0&7)87.$*1,!
!
'%
11 ++ ++= ttt pp μ ε
ε
ε
εε
σ
σ
ε
)ln( 11 ++ = tt Pp
11 ++ += ttz μ
11 ++ = tt pz
0),cov( 1 =
≠
+tt
0),cov( 21
2+tt
( tr , 11,... + –
–
+ ntt rr )
2121 varvarvarvar nrrrr ntttt =++++ +++ …
/ n .
)()()(t
nt
rnVarrVarnVR =
)( ntrVar
)( trVar
)(^ nVR
))1(2,0(~)1)(( ^ nNnVRnT
(n = 10, T = 77)
(n = 10, T = 109)
t
ttttt P
DPRRR 11111
11 1 ++
+++
+
+==
1+tR t + 1,
1+tP t + 1,
1+tD t + 1
P/D = exp(p d)
)(1
1jtjt
j
jttt rdEconstdp ++
=
+
0)(lim =++ jtjtj
j dp
=++=
=
1
1 ),cov(),cov()var (j
jtttjtj
tttt rdpddpdp
Btt
tt
Att
tt
dp
dp
dp
dp
)var(
),cov(
)var(
,cov(1
ktt
k
ikt pdr +
=+ ++
+
+
+ +
++
+
+
=
=
=
=
=
=
=
)~(1
ttt udp )( 1dp
2002,...19901989,...1926
~~
2
1
=
=
tt
pddppddp
pdpd
t
t
t
t
1pd , 2pd
ttt dpr 1
ttt udpdp 1
( )22 /131)ˆ( TOT
Eu
u
u
2u
11 ++ ++= ttt xr μ
0)( =tE
11~
++ ++= ttt pdr μ
Tpd~ˆ
ˆ
μ̂ +
1~ˆ ++ Tpdμ
)( 1+
–
TT rE
)( 21 ++ TT rE
μ=
≥
+ )|( 1 tt DrE
}0,{= irD itt
Δ
– –
– –
–
–
–
–
––
–
–
– –
– –
–
–
––
–
– ≈ ρ
ρ
ρ
ρ
ρ
σ
σ
σ
σ
θ
θ
ρ
∞
∞
∞
Δ
Δ
→
∑
∑=1
1
j
j–ρ∞∑
+ jtr=1
1
j
j–ρ∞∑
=+
1
1
jjt
j d–
–
–
–
ρ∞ Δ∑
∑k
iktr
=+
1∑
–
α
α
β
β
β β
β
β
β
β
ε
ε
ε
ε
ε
11 ++ ++= ttt pp μ ε
ε
ε
εε
σ
σ
ε
)ln( 11 ++ = tt Pp
11 ++ += ttz μ
11 ++ = tt pz
0),cov( 1 =
≠
+tt
0),cov( 21
2+tt
( tr , 11,... + –
–
+ ntt rr )
2121 varvarvarvar nrrrr ntttt =++++ +++ …
/ n .
)()()(t
nt
rnVarrVarnVR =
)( ntrVar
)( trVar
)(^ nVR
))1(2,0(~)1)(( ^ nNnVRnT
(n = 10, T = 77)
(n = 10, T = 109)
t
ttttt P
DPRRR 11111
11 1 ++
+++
+
+==
1+tR t + 1,
1+tP t + 1,
1+tD t + 1
P/D = exp(p d)
)(1
1jtjt
j
jttt rdEconstdp ++
=
+
0)(lim =++ jtjtj
j dp
=++=
=
1
1 ),cov(),cov()var (j
jtttjtj
tttt rdpddpdp
Btt
tt
Att
tt
dp
dp
dp
dp
)var(
),cov(
)var(
,cov(1
ktt
k
ikt pdr +
=+ ++
+
+
+ +
++
+
+
=
=
=
=
=
=
=
)~(1
ttt udp )( 1dp
2002,...19901989,...1926
~~
2
1
=
=
tt
pddppddp
pdpd
t
t
t
t
1pd , 2pd
ttt dpr 1
ttt udpdp 1
( )22 /131)ˆ( TOT
Eu
u
u
2u
11 ++ ++= ttt xr μ
0)( =tE
11~
++ ++= ttt pdr μ
Tpd~ˆ
ˆ
μ̂ +
1~ˆ ++ Tpdμ
)( 1+
–
TT rE
)( 21 ++ TT rE
μ=
≥
+ )|( 1 tt DrE
}0,{= irD itt
Δ
– –
– –
–
–
–
–
––
–
–
– –
– –
–
–
––
–
– ≈ ρ
ρ
ρ
ρ
ρ
σ
σ
σ
σ
θ
θ
ρ
∞
∞
∞
Δ
Δ
→
∑
∑=1
1
j
j–ρ∞∑
+ jtr=1
1
j
j–ρ∞∑
=+
1
1
jjt
j d–
–
–
–
ρ∞ Δ∑
∑k
iktr
=+
1∑
–
α
α
β
β
β β
β
β
β
β
ε
ε
ε
ε
ε
*"+
" +
)0&7)87.$*1,! !
)0&7)87.$*1,!
!
'&
!
)0&7)87.$*1,!
11 ++ ++= ttt pp μ ε
ε
ε
εε
σ
σ
ε
)ln( 11 ++ = tt Pp
11 ++ += ttz μ
11 ++ = tt pz
0),cov( 1 =
≠
+tt
0),cov( 21
2+tt
( tr , 11,... + –
–
+ ntt rr )
2121 varvarvarvar nrrrr ntttt =++++ +++ …
/ n .
)()()(t
nt
rnVarrVarnVR =
)( ntrVar
)( trVar
)(^ nVR
))1(2,0(~)1)(( ^ nNnVRnT
(n = 10, T = 77)
(n = 10, T = 109)
t
ttttt P
DPRRR 11111
11 1 ++
+++
+
+==
1+tR t + 1,
1+tP t + 1,
1+tD t + 1
P/D = exp(p d)
)(1
1jtjt
j
jttt rdEconstdp ++
=
+
0)(lim =++ jtjtj
j dp
=++=
=
1
1 ),cov(),cov()var (j
jtttjtj
tttt rdpddpdp
Btt
tt
Att
tt
dp
dp
dp
dp
)var(
),cov(
)var(
,cov(1
ktt
k
ikt pdr +
=+ ++
+
+
+ +
++
+
+
=
=
=
=
=
=
=
)~(1
ttt udp )( 1dp
2002,...19901989,...1926
~~
2
1
=
=
tt
pddppddp
pdpd
t
t
t
t
1pd , 2pd
ttt dpr 1
ttt udpdp 1
( )22 /131)ˆ( TOT
Eu
u
u
2u
11 ++ ++= ttt xr μ
0)( =tE
11~
++ ++= ttt pdr μ
Tpd~ˆ
ˆ
μ̂ +
1~ˆ ++ Tpdμ
)( 1+
–
TT rE
)( 21 ++ TT rE
μ=
≥
+ )|( 1 tt DrE
}0,{= irD itt
Δ
– –
– –
–
–
–
–
––
–
–
– –
– –
–
–
––
–
– ≈ ρ
ρ
ρ
ρ
ρ
σ
σ
σ
σ
θ
θ
ρ
∞
∞
∞
Δ
Δ
→
∑
∑=1
1
j
j–ρ∞∑
+ jtr=1
1
j
j–ρ∞∑
=+
1
1
jjt
j d–
–
–
–
ρ∞ Δ∑
∑k
iktr
=+
1∑
–
α
α
β
β
β β
β
β
β
β
ε
ε
ε
ε
ε&
11 ++ ++= ttt pp μ ε
ε
ε
εε
σ
σ
ε
)ln( 11 ++ = tt Pp
11 ++ += ttz μ
11 ++ = tt pz
0),cov( 1 =
≠
+tt
0),cov( 21
2+tt
( tr , 11,... + –
–
+ ntt rr )
2121 varvarvarvar nrrrr ntttt =++++ +++ …
/ n .
)()()(t
nt
rnVarrVarnVR =
)( ntrVar
)( trVar
)(^ nVR
))1(2,0(~)1)(( ^ nNnVRnT
(n = 10, T = 77)
(n = 10, T = 109)
t
ttttt P
DPRRR 11111
11 1 ++
+++
+
+==
1+tR t + 1,
1+tP t + 1,
1+tD t + 1
P/D = exp(p d)
)(1
1jtjt
j
jttt rdEconstdp ++
=
+
0)(lim =++ jtjtj
j dp
=++=
=
1
1 ),cov(),cov()var (j
jtttjtj
tttt rdpddpdp
Btt
tt
Att
tt
dp
dp
dp
dp
)var(
),cov(
)var(
,cov(1
ktt
k
ikt pdr +
=+ ++
+
+
+ +
++
+
+
=
=
=
=
=
=
=
)~(1
ttt udp )( 1dp
2002,...19901989,...1926
~~
2
1
=
=
tt
pddppddp
pdpd
t
t
t
t
1pd , 2pd
ttt dpr 1
ttt udpdp 1
( )22 /131)ˆ( TOT
Eu
u
u
2u
11 ++ ++= ttt xr μ
0)( =tE
11~
++ ++= ttt pdr μ
Tpd~ˆ
ˆ
μ̂ +
1~ˆ ++ Tpdμ
)( 1+
–
TT rE
)( 21 ++ TT rE
μ=
≥
+ )|( 1 tt DrE
}0,{= irD itt
Δ
– –
– –
–
–
–
–
––
–
–
– –
– –
–
–
––
–
– ≈ ρ
ρ
ρ
ρ
ρ
σ
σ
σ
σ
θ
θ
ρ
∞
∞
∞
Δ
Δ
→
∑
∑=1
1
j
j–ρ∞∑
+ jtr=1
1
j
j–ρ∞∑
=+
1
1
jjt
j d–
–
–
–
ρ∞ Δ∑
∑k
iktr
=+
1∑
–
α
α
β
β
β β
β
β
β
β
ε
ε
ε
ε
ε
&#*#! &#*#!&#*#!
&#*#. !
11 ++ ++= ttt pp μ ε
ε
ε
εε
σ
σ
ε
)ln( 11 ++ = tt Pp
11 ++ += ttz μ
11 ++ = tt pz
0),cov( 1 =
≠
+tt
0),cov( 21
2+tt
( tr , 11,... + –
–
+ ntt rr )
2121 varvarvarvar nrrrr ntttt =++++ +++ …
/ n .
)()()(t
nt
rnVarrVarnVR =
)( ntrVar
)( trVar
)(^ nVR
))1(2,0(~)1)(( ^ nNnVRnT
(n = 10, T = 77)
(n = 10, T = 109)
t
ttttt P
DPRRR 11111
11 1 ++
+++
+
+==
1+tR t + 1,
1+tP t + 1,
1+tD t + 1
P/D = exp(p d)
)(1
1jtjt
j
jttt rdEconstdp ++
=
+
0)(lim =++ jtjtj
j dp
=++=
=
1
1 ),cov(),cov()var (j
jtttjtj
tttt rdpddpdp
Btt
tt
Att
tt
dp
dp
dp
dp
)var(
),cov(
)var(
,cov(1
ktt
k
ikt pdr +
=+ ++
+
+
+ +
++
+
+
=
=
=
=
=
=
=
)~(1
ttt udp )( 1dp
2002,...19901989,...1926
~~
2
1
=
=
tt
pddppddp
pdpd
t
t
t
t
1pd , 2pd
ttt dpr 1
ttt udpdp 1
( )22 /131)ˆ( TOT
Eu
u
u
2u
11 ++ ++= ttt xr μ
0)( =tE
11~
++ ++= ttt pdr μ
Tpd~ˆ
ˆ
μ̂ +
1~ˆ ++ Tpdμ
)( 1+
–
TT rE
)( 21 ++ TT rE
μ=
≥
+ )|( 1 tt DrE
}0,{= irD itt
Δ
– –
– –
–
–
–
–
––
–
–
– –
– –
–
–
––
–
– ≈ ρ
ρ
ρ
ρ
ρ
σ
σ
σ
σ
θ
θ
ρ
∞
∞
∞
Δ
Δ
→
∑
∑=1
1
j
j–ρ∞∑
+ jtr=1
1
j
j–ρ∞∑
=+
1
1
jjt
j d–
–
–
–
ρ∞ Δ∑
∑k
iktr
=+
1∑
–
α
α
β
β
β β
β
β
β
β
ε
ε
ε
ε
ε
!"#1).&
&&#*#! &#*#!&#*#! &#*#.
!"#1).&
11 ++ ++= ttt pp μ ε
ε
ε
εε
σ
σ
ε
)ln( 11 ++ = tt Pp
11 ++ += ttz μ
11 ++ = tt pz
0),cov( 1 =
≠
+tt
0),cov( 21
2+tt
( tr , 11,... + –
–
+ ntt rr )
2121 varvarvarvar nrrrr ntttt =++++ +++ …
/ n .
)()()(t
nt
rnVarrVarnVR =
)( ntrVar
)( trVar
)(^ nVR
))1(2,0(~)1)(( ^ nNnVRnT
(n = 10, T = 77)
(n = 10, T = 109)
t
ttttt P
DPRRR 11111
11 1 ++
+++
+
+==
1+tR t + 1,
1+tP t + 1,
1+tD t + 1
P/D = exp(p d)
)(1
1jtjt
j
jttt rdEconstdp ++
=
+
0)(lim =++ jtjtj
j dp
=++=
=
1
1 ),cov(),cov()var (j
jtttjtj
tttt rdpddpdp
Btt
tt
Att
tt
dp
dp
dp
dp
)var(
),cov(
)var(
,cov(1
ktt
k
ikt pdr +
=+ ++
+
+
+ +
++
+
+
=
=
=
=
=
=
=
)~(1
ttt udp )( 1dp
2002,...19901989,...1926
~~
2
1
=
=
tt
pddppddp
pdpd
t
t
t
t
1pd , 2pd
ttt dpr 1
ttt udpdp 1
( )22 /131)ˆ( TOT
Eu
u
u
2u
11 ++ ++= ttt xr μ
0)( =tE
11~
++ ++= ttt pdr μ
Tpd~ˆ
ˆ
μ̂ +
1~ˆ ++ Tpdμ
)( 1+
–
TT rE
)( 21 ++ TT rE
μ=
≥
+ )|( 1 tt DrE
}0,{= irD itt
Δ
– –
– –
–
–
–
–
––
–
–
– –
– –
–
–
––
–
– ≈ ρ
ρ
ρ
ρ
ρ
σ
σ
σ
σ
θ
θ
ρ
∞
∞
∞
Δ
Δ
→
∑
∑=1
1
j
j–ρ∞∑
+ jtr=1
1
j
j–ρ∞∑
=+
1
1
jjt
j d–
–
–
–
ρ∞ Δ∑
∑k
iktr
=+
1∑
–
α
α
β
β
β β
β
β
β
β
ε
ε
ε
ε
ε
&
11 ++ ++= ttt pp μ ε
ε
ε
εε
σ
σ
ε
)ln( 11 ++ = tt Pp
11 ++ += ttz μ
11 ++ = tt pz
0),cov( 1 =
≠
+tt
0),cov( 21
2+tt
( tr , 11,... + –
–
+ ntt rr )
2121 varvarvarvar nrrrr ntttt =++++ +++ …
/ n .
)()()(t
nt
rnVarrVarnVR =
)( ntrVar
)( trVar
)(^ nVR
))1(2,0(~)1)(( ^ nNnVRnT
(n = 10, T = 77)
(n = 10, T = 109)
t
ttttt P
DPRRR 11111
11 1 ++
+++
+
+==
1+tR t + 1,
1+tP t + 1,
1+tD t + 1
P/D = exp(p d)
)(1
1jtjt
j
jttt rdEconstdp ++
=
+
0)(lim =++ jtjtj
j dp
=++=
=
1
1 ),cov(),cov()var (j
jtttjtj
tttt rdpddpdp
Btt
tt
Att
tt
dp
dp
dp
dp
)var(
),cov(
)var(
,cov(1
ktt
k
ikt pdr +
=+ ++
+
+
+ +
++
+
+
=
=
=
=
=
=
=
)~(1
ttt udp )( 1dp
2002,...19901989,...1926
~~
2
1
=
=
tt
pddppddp
pdpd
t
t
t
t
1pd , 2pd
ttt dpr 1
ttt udpdp 1
( )22 /131)ˆ( TOT
Eu
u
u
2u
11 ++ ++= ttt xr μ
0)( =tE
11~
++ ++= ttt pdr μ
Tpd~ˆ
ˆ
μ̂ +
1~ˆ ++ Tpdμ
)( 1+
–
TT rE
)( 21 ++ TT rE
μ=
≥
+ )|( 1 tt DrE
}0,{= irD itt
Δ
– –
– –
–
–
–
–
––
–
–
– –
– –
–
–
––
–
– ≈ ρ
ρ
ρ
ρ
ρ
σ
σ
σ
σ
θ
θ
ρ
∞
∞
∞
Δ
Δ
→
∑
∑=1
1
j
j–ρ∞∑
+ jtr=1
1
j
j–ρ∞∑
=+
1
1
jjt
j d–
–
–
–
ρ∞ Δ∑
∑k
iktr
=+
1∑
–
α
α
β
β
β β
β
β
β
β
ε
ε
ε
ε
ε
&#*#.& &#*#!
!! ! ! ! ! !
11 ++ ++= ttt pp μ ε
ε
ε
εε
σ
σ
ε
)ln( 11 ++ = tt Pp
11 ++ += ttz μ
11 ++ = tt pz
0),cov( 1 =
≠
+tt
0),cov( 21
2+tt
( tr , 11,... + –
–
+ ntt rr )
2121 varvarvarvar nrrrr ntttt =++++ +++ …
/ n .
)()()(t
nt
rnVarrVarnVR =
)( ntrVar
)( trVar
)(^ nVR
))1(2,0(~)1)(( ^ nNnVRnT
(n = 10, T = 77)
(n = 10, T = 109)
t
ttttt P
DPRRR 11111
11 1 ++
+++
+
+==
1+tR t + 1,
1+tP t + 1,
1+tD t + 1
P/D = exp(p d)
)(1
1jtjt
j
jttt rdEconstdp ++
=
+
0)(lim =++ jtjtj
j dp
=++=
=
1
1 ),cov(),cov()var (j
jtttjtj
tttt rdpddpdp
Btt
tt
Att
tt
dp
dp
dp
dp
)var(
),cov(
)var(
,cov(1
ktt
k
ikt pdr +
=+ ++
+
+
+ +
++
+
+
=
=
=
=
=
=
=
)~(1
ttt udp )( 1dp
2002,...19901989,...1926
~~
2
1
=
=
tt
pddppddp
pdpd
t
t
t
t
1pd , 2pd
ttt dpr 1
ttt udpdp 1
( )22 /131)ˆ( TOT
Eu
u
u
2u
11 ++ ++= ttt xr μ
0)( =tE
11~
++ ++= ttt pdr μ
Tpd~ˆ
ˆ
μ̂ +
1~ˆ ++ Tpdμ
)( 1+
–
TT rE
)( 21 ++ TT rE
μ=
≥
+ )|( 1 tt DrE
}0,{= irD itt
Δ
– –
– –
–
–
–
–
––
–
–
– –
– –
–
–
––
–
– ≈ ρ
ρ
ρ
ρ
ρ
σ
σ
σ
σ
θ
θ
ρ
∞
∞
∞
Δ
Δ
→
∑
∑=1
1
j
j–ρ∞∑
+ jtr=1
1
j
j–ρ∞∑
=+
1
1
jjt
j d–
–
–
–
ρ∞ Δ∑
∑k
iktr
=+
1∑
–
α
α
β
β
β β
β
β
β
β
ε
ε
ε
ε
ε
11 ++ ++= ttt pp μ ε
ε
ε
εε
σ
σ
ε
)ln( 11 ++ = tt Pp
11 ++ += ttz μ
11 ++ = tt pz
0),cov( 1 =
≠
+tt
0),cov( 21
2+tt
( tr , 11,... + –
–
+ ntt rr )
2121 varvarvarvar nrrrr ntttt =++++ +++ …
/ n .
)()()(t
nt
rnVarrVarnVR =
)( ntrVar
)( trVar
)(^ nVR
))1(2,0(~)1)(( ^ nNnVRnT
(n = 10, T = 77)
(n = 10, T = 109)
t
ttttt P
DPRRR 11111
11 1 ++
+++
+
+==
1+tR t + 1,
1+tP t + 1,
1+tD t + 1
P/D = exp(p d)
)(1
1jtjt
j
jttt rdEconstdp ++
=
+
0)(lim =++ jtjtj
j dp
=++=
=
1
1 ),cov(),cov()var (j
jtttjtj
tttt rdpddpdp
Btt
tt
Att
tt
dp
dp
dp
dp
)var(
),cov(
)var(
,cov(1
ktt
k
ikt pdr +
=+ ++
+
+
+ +
++
+
+
=
=
=
=
=
=
=
)~(1
ttt udp )( 1dp
2002,...19901989,...1926
~~
2
1
=
=
tt
pddppddp
pdpd
t
t
t
t
1pd , 2pd
ttt dpr 1
ttt udpdp 1
( )22 /131)ˆ( TOT
Eu
u
u
2u
11 ++ ++= ttt xr μ
0)( =tE
11~
++ ++= ttt pdr μ
Tpd~ˆ
ˆ
μ̂ +
1~ˆ ++ Tpdμ
)( 1+
–
TT rE
)( 21 ++ TT rE
μ=
≥
+ )|( 1 tt DrE
}0,{= irD itt
Δ
– –
– –
–
–
–
–
––
–
–
– –
– –
–
–
––
–
– ≈ ρ
ρ
ρ
ρ
ρ
σ
σ
σ
σ
θ
θ
ρ
∞
∞
∞
Δ
Δ
→
∑
∑=1
1
j
j–ρ∞∑
+ jtr=1
1
j
j–ρ∞∑
=+
1
1
jjt
j d–
–
–
–
ρ∞ Δ∑
∑k
iktr
=+
1∑
–
α
α
β
β
β β
β
β
β
β
ε
ε
ε
ε
ε
!
!
!
'!
9
!
''
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:!;2!+#)8#92%$%/2$,#<&0(2!. !
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3
3
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(%
(
(
+
(&
+ +
-0,8
-0,6
-0,4
-0,2
0,0
0,2
0,4
0,6
1930 1940 1950 1960 1970 1980 1990 2000
(!
-0,3
-0,2
-0,1
0,0
0,1
0,2
2000 2001 2002 2003 2004 2005 2006 2007 2008
-4,2
-4,0
-3,8
-3,6
-3,4
-3,2
-3,0
-2,8
-2,6
1930 1940 1950 1960 1970 1980 1990 2000
('
-5,5
-5,0
-4,5
-4,0
-3,5
-3,0
-2,5
2000 2001 2002 2003 2004 2005 2006 2007 2008
-4,4
-4,0
-3,6
-3,2
-2,8
-2,4
LDP MDP
1930 1940 1950 1960 1970 1980 1990 2000
((
-5,5
-5,0
-4,5
-4,0
-3,5
-3,0
-2,5
2000 2001 2002 2003 2004 2005 2006 2007 2008
LDP MDP
()