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arxiv: 1606.00199 · v2 · pith:C4CAIALMnew · submitted 2016-06-01 · 🧮 math.AT · math.CO

Matroid Filtrations and Computational Persistent Homology

classification 🧮 math.AT math.CO
keywords algorithmshomologymatroidnovelpersistenttheoryalgebraapproach
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This technical report introduces a novel approach to efficient computation in homological algebra over fields, with particular emphasis on computing the persistent homology of a filtered topological cell complex. The algorithms here presented rely on a novel relationship between discrete Morse theory, matroid theory, and classical matrix factorizations. We provide background, detail the algorithms, and benchmark the software implementation in the Eirene package.

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

  1. Pruning vineyards: updating barcodes and representative cycles by removing simplices

    math.AT 2023-12 unverdicted novelty 7.0

    Introduces SiRUP algorithm to update reduced boundary matrix, barcodes, and representative cycles for simplex removals in filtrations, claiming lower complexity than recomputing from scratch.