I am reading An Introduction to Infinite-Dimensional Analysis by Da Prato. Let $H$ be a $d$ dimensional Hilbert space where $d < \infty$ and $L^+(H)$ the set of symmetric, positive, and linear operators on $H$. In the section on finite-dimensional Hilbert spaces the author says:
We are going to define a Gaussian measure $N_{a, Q}$ for any $a \in H$ and any $Q \in L^+(H)$. Let $Q \in L^+(H)$ and let $(e_1, \ldots, e_d)$ be an orthonormal basis on $H$ such that $Qe_k = \lambda_k e_k$, $k = 1, \ldots, d$, for some $\lambda_k \geq 0$. We set $$x_k = \langle x, e_k \rangle, \quad x \in H, k = 1, \ldots d,$$ and we identify $H$ with $\mathbb{R}^d$ through the isomorphism $\gamma$, $$\gamma: H \rightarrow \mathbb{R}^d, \quad x \mapsto \gamma(x) = (x_1, \ldots, x_d).$$ Now we define a probability measure $N_{a,Q}$ on $(\mathbb{R}^d, \mathscr{B}(\mathbb{R}^d))$ by setting $$N_{a, Q} = \prod_{k=1}^d N_{a_k, \lambda_k}.$$
Here $\mathscr{B}(\mathbb{R}^d)$ is the Borel $\sigma$-algebra on $\mathbb{R}^n$.
Then in a proposition he claims $a \in H$ is the mean of $N_{a,Q}$ if $$\int_H xN_{a,Q}(dx) = a. \tag{1}$$
I am trying to make sense of the integral (1) before moving onto measures on infinite dimensional Hilbert spaces. My questions are:
- What is the $\sigma$-algebra on $H$? Is it the one induced by $\mathscr{B}(\mathbb{R}^d)$ and the isomorphism $\gamma$, i.e. the $\sigma$ algebra generated by sets of the form $\gamma^{-1}(B)$ for $B \in \mathscr{B}(\mathbb{R}^d)$? Or is it the Borel $\sigma$-algebra induced by the inner product on $H$?
- The measure $N_{a, Q}$ is defined on $\mathbb{R}^n$ and not $H$, does that mean in (1) the measure should actually be $N_{a,Q}(\gamma(dx))$?
- How is the integral (1) constructed? When the measure is over an ordered field like $\mathbb{R}$, then the usual way one defines the Lebesgue integral of function $f$ is to partition the range and use simple functions. However, how exactly does one partition the range in a Hilbert space where this not necessarily an ordering? Based on the answer to another question (Why is the Lebesgue Integral defined through integrals of simple functions?) it seems the ordering is not necessary and one uses simple functions consisting of indicator functions of the form $\mathbf{1}_{f^{-1}(x_i)}$ where $x_i \in H$. But how does one construct a sequence of simple functions of this form that converge to $f$ without an ordering?