Jump to content

Structure theorem for Gaussian measures

From Wikipedia, the free encyclopedia
This is an old revision of this page, as edited by 88.117.193.86 (talk) at 16:32, 5 February 2023. The present address (URL) is a permanent link to this revision, which may differ significantly from the current revision.

In mathematics, the structure theorem for Gaussian measures shows that the abstract Wiener space construction is essentially the only way to obtain a strictly positive Gaussian measure on a separable Banach space. It was proved in the 1970s by Kallianpur–Sato–Stefan and DudleyFeldmanle Cam.

There is the earlier result due to H. Satô (1969) [1] which proves that "any Gaussian measure on a separable Banach space is an abstract Wiener measure in the sense of L. Gross". The result by Dudley et al. generalizes this result to the setting of Gaussian measures on a general topological vector space.

Statement of the theorem

Let γ be a strictly positive Gaussian measure on a separable Banach space (E, || ||). Then there exists a separable Hilbert space (H, ⟨ , ⟩) and a map i : H → E such that i : H → E is an abstract Wiener space with γ = i(γH), where γH is the canonical Gaussian cylinder set measure on H.

References

  • Dudley, Richard M.; Feldman, Jacob; Le Cam, Lucien (1971). "On seminorms and probabilities, and abstract Wiener spaces". Annals of Mathematics. Second Series. 93 (2): 390–408. doi:10.2307/1970780. ISSN 0003-486X. JSTOR 1970780. MR 0279272.