Meta-Diagrams for 2-Parameter Persistence

Meta-Diagrams for 2-Parameter Persistence
复制标题

DOI:
10.48550/arxiv.2303.08270
复制
发表时间:
2023-03
期刊:
--
影响因子:
--
通讯作者:
Nathaniel Clause;T. Dey;Facundo M'emoli;Bei Wang
Nathaniel Clause;T. Dey;Facundo M'emoli;Bei Wang
中科院分区:
其他
文献类型:
--
作者:
Nathaniel Clause;T. Dey;Facundo M'emoli;Bei Wang

文献摘要

相似文献

我们首先为2参数持久模块介绍了元级的概念,该模块的不变式捕获了模块1D切片之间的形态图像背后的信息。然后,我们将2参数持久模块的元数据定义为m \“ {o} bius bius倒置,从而获得了从签名的1参数持久模块中获取值的函数。我们显示了该函数。元级和元数据包含等同于等级不变的信息,并且该对等相等。用于计算2参数模块的元级和元数据,该算法是由$ o o(n^3)$ o(n^3)$ o(n^3)$ o(n^3)$ o($ n $ n $ n $ n $ n $ n $ n $ n $ n)索引的算法。签名的条形码,具有$ O(n^4)$运行时。 $ m $的分解为$ o(n^4)$到$ o(n^3)$。相对于交织距离,元级和元数据是稳定的。最后,可以以直观的方式将元数据视为图表的持久图,该图在1参数设置中概括了良好的持久图。
We first introduce the notion of meta-rank for a 2-parameter persistence module, an invariant that captures the information behind images of morphisms between 1D slices of the module. We then define the meta-diagram of a 2-parameter persistence module to be the M\"{o}bius inversion of the meta-rank, resulting in a function that takes values from signed 1-parameter persistence modules. We show that the meta-rank and meta-diagram contain information equivalent to the rank invariant and the signed barcode. This equivalence leads to computational benefits, as we introduce an algorithm for computing the meta-rank and meta-diagram of a 2-parameter module $M$ indexed by a bifiltration of $n$ simplices in $O(n^3)$ time. This implies an improvement upon the existing algorithm for computing the signed barcode, which has $O(n^4)$ runtime. This also allows us to improve the existing upper bound on the number of rectangles in the rank decomposition of $M$ from $O(n^4)$ to $O(n^3)$. In addition, we define notions of erosion distance between meta-ranks and between meta-diagrams, and show that under these distances, meta-ranks and meta-diagrams are stable with respect to the interleaving distance. Lastly, the meta-diagram can be visualized in an intuitive fashion as a persistence diagram of diagrams, which generalizes the well-understood persistence diagram in the 1-parameter setting.