The Multifractal Spectra of V-Statistics
Ai-Hua Fan (LAMFA), Joerg Schmeling, Meng Wu (LAMFA)

TL;DR
This paper investigates the multifractal spectra of V-statistics in dynamical systems, revealing that higher-order V-statistics can have discontinuous spectra even with smooth kernels, unlike the classical case.
Contribution
It extends the understanding of multifractal spectra to higher-order V-statistics, providing a variational principle under the specification property and highlighting potential discontinuities.
Findings
Multifractal spectrum expressed by a variational principle for systems with specification.
Spectra are analytic for classical case ($r=1$) with Hölder continuous kernels.
Spectra may be discontinuous for higher-order V-statistics ($r extgreater 1$).
Abstract
Let be a topological dynamical system and let be a continuous function on the product space (). We are interested in the limit of V-statistics taking as kernel: [\lim_{n\to \infty} n^{-r}\sum_{1\le i_1, ..., i_r\le n} \Phi(T^{i_1}x, ..., T^{i_r} x).] The multifractal spectrum of topological entropy of the above limit is expressed by a variational principle when the system satisfies the specification property. Unlike the classical case () where the spectrum is an analytic function when is H\"{o}lder continuous, the spectrum of the limit of higher order V-statistics () may be discontinuous even for very nice kernel .
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.
Taxonomy
TopicsStatistical Mechanics and Entropy · Complex Systems and Time Series Analysis · Topological and Geometric Data Analysis
