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Computing Minimal Presentations and Bigraded Betti Numbers of 2-Parameter Persistent Homology

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arxiv 1902.05708 v6 pith:CAKP3Z5H submitted 2019-02-15 math.AT cs.SCmath.AC

classification math.ATcs.SCmath.AC
keywords algorithmminimalanalysisbigradedcomputingbetticomputeddata
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abstract

Motivated by applications to topological data analysis, we give an efficient algorithm for computing a (minimal) presentation of a bigraded $K[x,y]$-module $M$, where $K$ is a field. The algorithm takes as input a short chain complex of free modules $X\xrightarrow{f} Y \xrightarrow{g} Z$ such that $M\cong \ker{g}/\mathrm{im}{f}$. It runs in time $O(|X|^3+|Y|^3+|Z|^3)$ and requires $O(|X|^2+|Y|^2+|Z|^2)$ memory, where $|\cdot |$ denotes the rank. Given the presentation computed by our algorithm, the bigraded Betti numbers of $M$ are readily computed. Our approach is based on a simple matrix reduction algorithm, slight variants of which compute kernels of morphisms between free modules, minimal generating sets, and Gr\"obner bases. Our algorithm for computing minimal presentations has been implemented in RIVET, a software tool for the visualization and analysis of two-parameter persistent homology. In experiments on topological data analysis problems, our implementation outperforms the standard computational commutative algebra packages Singular and Macaulay2 by a wide margin.

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Cited by 2 Pith papers

Reviewed papers in the Pith corpus that reference this work. Sorted by Pith novelty score. Full citation record

  1. Same Graph Cross-Task Transfer in GNNs: Protocols and Predictors

    cs.LG 2026-07 conditional novelty 6.0 of 10

    Under a fixed leakage-free protocol, NC→LP transfer reliably helps on homophilic graphs while LP→NC helps mainly when LP is easy and NC is unsaturated; homophily and CoTask Score guide mechanism choice.

  2. Path representations in multiparameter persistent homology

    math.AT 2025-07 conditional novelty 4.0 of 10

    A multiparameter persistence distance is defined by taking persistence along monotone piecewise-linear paths instead of straight slices, generalizing the matching distance.

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