n this chapter we consider a
technique that extends the finite elements (discussed in the chapter
(
Finite elements
)) to financial
instruments involving stochastic optimal control (American feature). The
reference is
[Bensoussan]
.
To see how a stochastic control problem may lead to a variational inequality
consider first the following problem of evaluation of
:`
where the
is the standard Brownian motion, the
is the first exit time of the process
from
for
,
is a bounded set with smooth boundary and
is a function
and
,
.
We saw in the section
(
Representation
of solution for elliptic PDE using stochastic process
) that the
solves the following
problem
We apply such result in context of the section
(
Optimal stopping time
problem
). We modify the task to find the function
defined by the
relationships
Combining the calculations of the sections
(
Representation
of solution for elliptic PDE using stochastic process
) and
(
Optimal stopping time
problem
) we conclude that such
solves the following free boundary
problem
almost everywhere in
and
Observe that the above problem may be rewritten
as
|
|
(Variational inequality example)
|
where the bilinear form
(compare with the section (
Elliptic PDE
section
)) is given
by
and the class of functions
is defined as
To see the equivalence of the two formulations consider the area where
.
We can find two functions
and
from
such that
and
.
Then
for
implies
.
One the other hand, in the area where
we always have
is nonpositive for
and thus
implies
.
|