Variance and expectation of the stochastic intergal

191 Views Asked by At

Compute the unconditional expected value and variance, and describe, as far as possible, the distribution of the random variable

$Y_{t} = \int^{t}_{0} W_{s} ds $

with the hint below

$\int^{t}_{0} \tau dW_{\tau} $ = $ tW_{t} - \int^{t}_{0} W_{\tau} d\tau$

$ \int^{t}_{0} \tau dW_{\tau} $ = $ tW_{t} - \int^{t}_{0} W_{\tau} d\tau $ With this function f($W_t$)= $tW_t$

( by Ito's integral use $df_t = f_t dt + f_w dW_t + f_wt dt $

$df_t = W_t dt + t dW_t + dW_t dt$

And the last variable is equal to zero . Then the intergal of the above is equal to the hint.) The expectation I get is 0 and variance of $ \frac{2}{3} t^3 $ but have been told it is something different by other people.

1

There are 1 best solutions below

5
On BEST ANSWER

\begin{align}var \int_0^t W_t dt &= \int_0^t\int_0^t \min(r,s)dr ds\\ &=\frac 13 t^3\\ E \int_0^t W_t dt &= \int_0^t E W_t dt\\ &=0 \end{align}

Now let's use the hint for the variance

\begin{align}var \int_0^t W_t dt &= var \Big(t\int_0^tdW_{\tau}-\int_0^t \tau dW_{\tau}\Big)\\ &=var \Big(t\int_0^tdW_{\tau}\Big)+var \Big(\int_0^t \tau dW_{\tau}\Big)-2cov \Big(t\int_0^tdW_{\tau},\int_0^t \tau dW_{\tau}\Big)\\ &=t^2 \times t + \int_0^t \tau^2 d \tau -2 t \int_0^t \tau d\tau\\ &=\frac13 t^3 \end{align} Using the hint for the mean:

\begin{align}E \int_0^t W_t dt &= E \Big(t\int_0^tdW_{\tau}-\int_0^t \tau dW_{\tau}\Big)\\ &=E \Big(t\int_0^tdW_{\tau}\Big)-E\Big(\int_0^t \tau dW_{\tau}\Big)\\ &=0+0\\ \end{align}