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Can smooth graphons in several dimensions be represented by smooth graphons on [0,1][0,1][0,1]?

19 January 2021
S. Janson
S. Olhede
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Abstract

A graphon that is defined on [0,1]d[0,1]^d[0,1]d and is H\"older(α)(\alpha)(α) continuous for some d≥2d\ge2d≥2 and α∈(0,1]\alpha\in(0,1]α∈(0,1] can be represented by a graphon on [0,1][0,1][0,1] that is H\"older(α/d)(\alpha/d)(α/d) continuous. We give examples that show that this reduction in smoothness to α/d\alpha/dα/d is the best possible, for any ddd and α\alphaα; for α=1\alpha=1α=1, the example is a dot product graphon and shows that the reduction is the best possible even for graphons that are polynomials. A motivation for studying the smoothness of graphon functions is that this represents a key assumption in non-parametric statistical network analysis. Our examples show that making a smoothness assumption in a particular dimension is not equivalent to making it in any other latent dimension.

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