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atulnahar21
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Question on Ito's Lemma

February 10th, 2017, 12:29 pm

Hi,

I was reading Shreve Vol 2 and had a question on application on Ito's Lemma for Vasicek Interest rate model in Chapter 4.

While taking partial differential with respect to t for the function f(t,X(t)-the example treats X(t) as a constant. My question was that shouldn't X(t) -since its a function of time should also be treated as a variable with respect to time and accordingly differentiated? Pardon me if this is a very basic question.


Thanks,
Atul
 
frolloos
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Re: Question on Ito's Lemma

February 10th, 2017, 12:39 pm

For those that do not own Shreve, maybe you can post the equation/your question in LaTex here.
 
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atulnahar21
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Re: Question on Ito's Lemma

February 10th, 2017, 1:16 pm

yes, sure. I do not have Latex installed so would try and write the equations. The solution of Vasicek SDE is :

R(t)= e-bt.R(0)+a. (1-e-bt)/b+ sigma.e-bt.X(t)
where X(t) is an ito integral from 0 to t with a time deterministic integrand. Shreve defines f(t,x) as:
 e-bt.R(0)+a. (1-e-bt)/b+ sigma.e-bt.x
and then calculates:
f= -b.e-bt.R(0)+ ae-bt-sigma.b.e-bt.x
My question is that x should also be differentiated with respect to t since X is a function of t. But the book doesn't seem to do that. 
Please let me know in case my equations are not clear.
 
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list1
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Joined: July 22nd, 2015, 2:12 pm

Re: Question on Ito's Lemma

February 10th, 2017, 1:41 pm

yes, sure. I do not have Latex installed so would try and write the equations. The solution of Vasicek SDE is :

R(t)= e-bt.R(0)+a. (1-e-bt)/b+ sigma.e-bt.X(t)
where X(t) is an ito integral from 0 to t with a time deterministic integrand. Shreve defines f(t,x) as:
 e-bt.R(0)+a. (1-e-bt)/b+ sigma.e-bt.x
and then calculates:
f= -b.e-bt.R(0)+ ae-bt-sigma.b.e-bt.x
My question is that x should also be differentiated with respect to t since X is a function of t. But the book doesn't seem to do that. 
Please let me know in case my equations are not clear.
To get a proof we start with a finite difference approximation. Common term is 
f ( t + h , X ( t + h ))  -  f ( t , X ( t ))  =  [$]I_1  +  I_2[$]  
where 
 [$]I_1[$]  =   f ( t + h , X ( t + h ))  -  f ( t + h , X ( t )) . We need twice continuous differentiability with respect to X
 [$] I_2[$]   =  f ( t + h , X ( t ))  -  f ( t , X ( t ))  . We need 1 time continuous differentiability with respect to t for any fixed X
Then we use Taylor's formula and sum up all  differences
 
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atulnahar21
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Re: Question on Ito's Lemma

February 10th, 2017, 1:49 pm

Yes, but when expanding the Taylor series and taking partial differential with respect to t-would you treat X as a constant? If yes, please let me know why is that the case.
 
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list1
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Re: Question on Ito's Lemma

February 10th, 2017, 2:02 pm

Yes, but when expanding the Taylor series and taking partial differential with respect to t-would you treat X as a constant? If yes, please let me know why is that the case.
Yes X ( t ) does not change when we consider the difference f ( t + h , X ( t ))  -  f ( t , X ( t )) as a function of h
 
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Orbit
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Re: Question on Ito's Lemma

February 23rd, 2017, 10:39 pm

It's not that X is a "constant," it's that it's not really a function of time in the usual sense of what a "function" is.