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The Universal $\ell^p$-Metric on Merge Trees (2112.12165v2)
Published 22 Dec 2021 in cs.CG, cs.LG, and math.AT
Abstract: Adapting a definition given by Bjerkevik and Lesnick for multiparameter persistence modules, we introduce an $\ellp$-type extension of the interleaving distance on merge trees. We show that our distance is a metric, and that it upper-bounds the $p$-Wasserstein distance between the associated barcodes. For each $p\in[1,\infty]$, we prove that this distance is stable with respect to cellular sublevel filtrations and that it is the universal (i.e., largest) distance satisfying this stability property. In the $p=\infty$ case, this gives a novel proof of universality for the interleaving distance on merge trees.