Ito's formula for this stochastic differential - please explain this step?

53 Views Asked by At

enter image description here

Referring to those two lines, can someone please explain how those results were obtained?

My understanding is, the following formula is being referenced:

$$dV_t = dV(S_t,t) = \frac{\partial V}{\partial x}S_t + \frac{\partial V}{\partial t}dt+\frac{1}{2}\frac{\partial^2 V}{\partial x^2}(dS_t)^2$$

But I am not sure how to apply it, to obtain the result:

$$dV_t = 2W_tdW$$

For instance, how do we get a $-dt$ term and a $\frac{1}{2} * 2dt$ and a $2W_tdW$ term?

1

There are 1 best solutions below

0
On BEST ANSWER

We have that $$ V = W_t^2 - t$$ hence (written with $t$ and $x$, where we plug in $S_t = W_t$ for $x$), we have $$ V(x,t) = x^2 - t$$ Now \begin{align*} \frac{\partial V}{\partial t} &= -1\\ \frac{\partial V}{\partial x} &= 2x\\ \frac{\partial^2 V}{\partial x^2} &= 2 \end{align*} Hence (note that $S_t = W_t$) \begin{align*} \frac{\partial V}{\partial t}(W_t, t) &= -1\\ \frac{\partial V}{\partial x}(W_t, t) &= 2W_t\\ \frac{\partial^2 V}{\partial x^2}(W_t, t) &= 2 \end{align*}

Ito gives $$\tag{$*$} dV = 2W_t dW_t - 1 \cdot dt + \frac 12 \cdot 2 \cdot (dW_t)^2 $$ (note that you have a typo in your Ito, it should read $$ dV = \frac{\partial V}{\partial x} \color{red}{d}S_t + \frac{\partial V}{\partial t} dt + \frac 12\frac{\partial^2V}{\partial x^2}(dS_t)^2 $$ Continuing with $(*)$, as $(dW_t)^2 = dt$, we end up with $$ dV = 2W_tdW_t - dt + dt = 2W_tdW_t. $$