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So I am reading an introductory script on stochastic analysis in Hilbert spaces and there is a step in the proof of "Gaussian measures have trace-class covariance" that I don't understand:

We are working with a Gaussian measure $\mu$ on a separable Hilbert space $H$, i.e., a probability measure $\mu$ on $(H,\mathcal{B}(H))$ such that for some mean $m \in H$ and covariance $Q \in \mathcal{L}(H)$ the pushforward measures satisfy $(\langle h,\cdot\rangle_H)_{\#\mu} \sim \mathcal{N}(\langle m,h\rangle_H, \langle Q h,h\rangle_H)$ for all $h \in H$. We now want to prove that $Q$ is trace class, i.e., we need to show for some complete orthonormal system $(e_i)_{i \in \mathbb{N}}$ in $H$ that $\sum_{i \in \mathbb{N}} \langle Q e_i,e_i\rangle_H<\infty$.

The proof idea in my script is to restrict ourselves to the case $m=0$ for simplicity and then use the fact that the neighborhoods $(U_{1/2}(e_i))_{i \in \mathbb{N}}$ are disjoint and contained in $U_2(0)$, which has finite measure under $\mu$ (since $\mu$ is a probability measure). Thus, we obtain by $\sigma$-additivity that $\sum_{i \in \mathbb{N}} \mu(U_{1/2}(e_i))< \infty$. According to the script, the statements now follows since $\langle Q e_i,e_i\rangle_H \sim \mu(U_{1/2}(e_i))$, but I can't seem to figure out why these measures and the variances are comparable. Can somebody give me a hint please?

Dasi
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  • What is your definition for $U_\zeta$? Could you just write what textbook you're working out of so I can take a look at the definitions? Thanks – Snared Sep 02 '23 at 00:27
  • Hi, this is not from a textbook but from some lecture notes that are not available publicly. Here $U_\epsilon(x)$ is just the open $\epsilon$ neighbourhood around $x$ (in the Hilbert space norm) – Dasi Sep 02 '23 at 00:31

1 Answers1

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This is not an answer, but comment.

In case you stuck, there is a detailed proof of Prokhorov-Sazonov theorem re. measures on Hilbert spaces in Bourbaki's "Integration II", chapter IX "Measures and promeasures on locally convex space". (L.Schwartz book referenced from https://en.wikipedia.org/wiki/Sazonov%27s_theorem should have it too):

If $\mu$ is measure then for any $\epsilon >0$ there is trace-class (nuclear) positive form $Q'$ such that $1-e^{-Q/2} < \epsilon + Q'.$ $Q' = 0$ implies $Q=0$ for $\epsilon < 1.$ Also $Q' < \epsilon$ implies $Q < \delta$ for some $\delta > 0.$ Finally $Q < CQ'$ for some $C'>0.$

The book also contains Minlos' lemma which may be of interest re. your question.

dsh
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