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The converse of Theorem
7.1.1
is also true. The proof is given in [63]. Note that
under certain assumptions on the coefficients, i.e. if
r
0 can be reached with a
positive probability, boundary conditions for
V(t,
0
)
have to be imposed in Theo-
rem
7.1.1
. We refer to [63] for details on this topic. There are many examples of
short rates models. We only state two: the Vasicek model [156] which was one of
the first short rate models and the Cox-Ingersoll-Ross (CIR) model.
=
Example 7.1.2
For the Vasicek model, let
α
,
β
,
r
and
σ
be positive constants. We
consider the following SDE
d
r
t
=
(α
−
βr
t
)
d
t
+
σ
d
W
t
,
0
=
r.
The corresponding generator is
1
2
σ
2
∂
rr
. Note that negative in-
terest rates occur with a positive probability at any time
t
. This model was applied
to modeling in commodity markets by Lucia and Schwartz [116]. For the Cox-
Ingersoll-Ross (CIR) model, the sport rate is given by
A
=
(α
−
βr)∂
r
+
σ
√
r
t
d
W
t
,
0
=
d
r
t
=
(α
−
βr
t
)
d
t
+
r,
(7.3)
1
2
σ
2
r∂
rr
.
Note that the diffusion coefficient of the CIR model,
σ
√
r
t
is non-Lipschitz. Ex-
istence and uniqueness of a strong solution is nevertheless ensured by Yamada's
Theorem [89]. We have
which yields the generator
A
=
(α
−
βr)∂
r
+
Theorem 7.1.3
For any standard Brownian motion W on
[
0
,
∞
) and r
≥
0,
there
exists a unique
,
continuous
,
adapted stochastic process r
t
⊂ R
+
such that
σ
√
r
t
d
W
t
d
r
t
=
(α
−
βr
t
)
d
t
+
in
[
0
,
∞
), r
0
=
r.
(7.4)
For a proof, see [89], p. 221. We give some properties of
r
t
.Let
r
t
denote the
(unique, strong) solution of (
7.4
), and define
τ
0
=
r
t
inf
{
t
≥
0
|
=
0
}
,
(7.5)
with inf
∅:=∞
. Then it can be shown that
σ
2
/
2in(
7.4
), then
(τ
0
=∞
1. If
α
≥
P
)
=
1,
∀
r>
0.
α<σ
2
/
2
(τ
0
<
2. If 0
≤
∧
β
≥
0,
P
∞
)
=
1,
∀
r>
0.
α<σ
2
/
2
(τ
0
<
3. If 0
≤
∧
β<
0,
P
∞
)
∈
(
0
,
1
)
,
∀
r>
0.
The weak formulation on a bounded domain
G
,
R>
0, and written in
time-to-maturity, for the bond price in the CIR model reads:
=[
0
,R
]
L
2
(J
H
1
(J
Find
v
∈
;
W
1
/
2
,μ
)
∩
;
H
μ
)
such that
(∂
t
v,w)
μ
+
a
CIR
1
/
2
,μ
(v, w)
=
0
,
∀
w
∈
W
1
/
2
,μ
,
a.e. in
J,
(7.6)
v(
0
)
=
1
,
where we denote by
(
·
,
·
)
μ
the inner product in
H
μ
(G)
and
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