The multivariate functional de Jong CLT
Christian D\"obler, Miko{\l}aj Kasprzak, Giovanni Peccati

TL;DR
This paper establishes a multivariate functional central limit theorem for sequences of Hoeffding-degenerate U-statistics, demonstrating weak convergence of empirical processes under specific cumulant and Lindeberg conditions, and extends the universality of Wiener chaos to the functional setting.
Contribution
It introduces a multivariate functional CLT for U-statistics and extends the universality of Wiener chaos to the functional level.
Findings
Weak convergence of empirical processes of U-statistics under cumulant conditions
Extension of Wiener chaos universality to functional processes
Conditions involving fourth cumulants and Lindeberg-type criteria
Abstract
We prove a multivariate functional version of de Jong's CLT (1990) yielding that, given a sequence of vectors of Hoeffding-degenerate U-statistics, the corresponding empirical processes on weakly converge in the Skorohod space as soon as their fourth cumulants in vanish asymptotically and a certain strengthening of the Lindeberg-type condition is verified. As an application, we lift to the functional level the `universality of Wiener chaos' phenomenon first observed in Nourdin, Peccati and Reinert (2010).
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
