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Estimation in Financial Models - RiskLab

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where we assume the choice of b 1<br />

b 1 = ,<br />

d<br />

dx<br />

<br />

b<br />

dA<br />

dx<br />

dA<br />

dx<br />

<br />

: (5.37)<br />

If b 1 6= 0 then we may choose b 2 = 0 and use the transformation<br />

U(x) =C exp(b 1 h(x)): (5.38)<br />

If b 1 =0we use<br />

U(x) =b 2 h(x)+C: (5.39)<br />

Now we apply the derived theory to three groups of examples.<br />

Example 1 The stochastic dierential equation<br />

dX t = 1 2 g(X t)g 0 (X t )dt + g(X t )dW t ; (5.40)<br />

where g is a given dierentiable function, is reducible with the general solution<br />

X t = h ,1 (W t + h(X 0 )); (5.41)<br />

with<br />

h(x) =<br />

Z x<br />

x 0<br />

ds<br />

g(s) : (5.42)<br />

In the follow<strong>in</strong>g we show how to obta<strong>in</strong> the general solution (5.41). With<br />

the notation of the theory above we see that A(x) = 0, and hence (5.34) is<br />

satised for all b 1 . We choose b 1 =0,b 2 = 1 and obta<strong>in</strong><br />

U(x) =h(x)+C:<br />

Insert<strong>in</strong>g U <strong>in</strong> (5.30) gives a 1 (h(x)+C)+a 2 =0,and with a 1 =0,a 2 =0,<br />

(5.29) reduces to dY t = dW t with the solution Y t = Y 0 + W t : With C =0we<br />

have Y t = h(X t ), especially Y 0 = h(X 0 ), and hence obta<strong>in</strong> (5.41).<br />

We remark that <strong>in</strong> the special case (5.40) we may nd a solution <strong>in</strong> another<br />

more pleasantway. Equation (5.40) is equivalent to the Stratonovich stochastic<br />

dierential equation (for the Stratonovich <strong>in</strong>tegral see e.g. [56], p.16, or<br />

[45], x4.9)<br />

dX t = b(X t ) dW t :<br />

66

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