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I've just learned about stochastic integral and only know how to evaluate $\int\limits^{t}_{0} W(s)\mathrm{d}W(s)$. Could anyone give me some instruction on how to evaluate the following integrals? $\mathbb{Var}\left(\int_{1}^2 (W_t)^2\mathrm{d}W_t \right)$

$\mathbb{Var}\left(\int_{0}^T (W_t)^2\mathrm{d}t \right)$

Thanks a lot!!

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    @Sasha Thanks for editing. I am learning to do it myself.2012-01-19

1 Answers 1

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Let $X = \int\limits_1^2 W_t^2 \mathrm{d} W_t$.

Since $\mathbb{E}\left(X\right) = 0$, the variance $\mathbb{Var}(X) = \mathbb{E}(X^2)$. Here we use Ito isometry: $ \mathbb{E}\left( \left(\int\limits_1^2 W_t^2 \mathrm{d} W_t \right)^2 \right) = \int_{1}^{2} \mathbb{E}(W_t^4) \mathrm{d} t = \int_1^2 3 t^2 \mathrm{d} t = 2^3 - 1^3 = 7 $

Let $Y = \int\limits_0^t W_s^2 \mathrm{d} s$. Expectation is $\mathbb{E}(W_s^2) = s$, thus $\mathbb{E}(Y) = \int\limits_0^t s \mathrm{d} s = \frac{t^2}{2}$.

$\begin{eqnarray} \mathbb{E}(Y^2) &=& \int_0^t \int_0^t \mathbb{E}(W_s^2 W_u^2) \mathrm{d} s \mathrm{d} u = 2 \int_0^t \int_0^s \mathbb{E}(W_s^2 W_u^2) \mathrm{d} u \mathrm{d} s \\ &=& 2 \int_0^t \int_0^s \mathbb{E}(W_u^2 (W_u + W_{s-u})^2) \mathrm{d} u \mathrm{d} s \\ &=& 2 \int_0^t \int_0^s \left( \mathbb{E}(W_u^4) + \mathbb{E}(W_u^2) \mathbb{E}(W_{s-u}^2) \right) \mathrm{d} u \mathrm{d} s \\ &=& 2 \int_0^t \int_0^s \left( 3 u^2 + u(s-u) \right) \mathrm{d} u \mathrm{d} s = 2 \int_0^t \left( s^3 + \frac{s^3}{6} \right) \mathrm{d} s = \frac{7}{12} t^4 \end{eqnarray} $ Thus $\mathbb{Var}(Y) = \mathbb{E}(Y^2) - (\mathbb{E}(Y))^2 = \frac{7}{12} t^4 - \left(\frac{t^2}{2} \right)^2 = \frac{t^4}{3}$.

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    Hi Sasha, I used your answer as a basis for a question [here](https://math.stackexchange.com/questions/2392027/expectation-of-int-0t-w-s2-dw-s-integral-of-square-of-brownian-wrt-to-bro) about the integration of a stochastic integral. (question answered, I just wanted to let you know).2017-08-16