Uniqueness of Banach space valued graphons

preprint2015arXivOpen access

Abstract

A Banach space valued graphon is a function W:(Ω,A,π)2→ZW:(Ω, \mathcal{A},π)^2\to\mathcal{Z} from a probability space to a Banach space with a separable predual, measurable in a suitable sense, and lying in appropriate LpL^p-spaces. As such we may consider W(x,y)W(x,y) as a two-variable random element of the Banach space. A two-dimensional analogue of moments can be defined with the help of graphs and weak-* evaluations, and a natural question that then arises is whether these generalized moments determine the function WW uniquely -- up to measure preserving transformations. The main motivation comes from the theory of multigraph limits, where these graphons arise as the natural limit objects for convergence in a generalized homomorphism sense. Our main result is that this holds true under some Carleman-type condition, but fails in general even with Z=R\mathcal{Z}=\mathbb{R}, for reasons related to the classical moment-problem. In particular, limits of multigraph sequences are uniquely determined - up to measure preserving transformations - whenever the tails of the edge-distributions stay small enough.

Explore this paper’s authors, topics and related work.

Building this map preview

BZPEER is loading the nearby papers, people, topics and institutions for this page.

Reviews 0

Write a reviewWrite

No reviews yet.

Discussion 0

Add a commentWrite

No comments yet.