计算2参数持久同调的最小表示和增大的Betti数

IF 1.6 2区 数学 Q2 MATHEMATICS, APPLIED SIAM Journal on Applied Algebra and Geometry Pub Date : 2019-02-15 DOI:10.1137/20m1388425
M. Lesnick, Matthew L. Wright
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引用次数: 43

摘要

受拓扑数据分析应用的启发,我们给出了一种有效的算法来计算K [x, y]-模块M的(最小)表示,其中K是一个字段。该算法以自由模X f−→Y g−→Z的短链复合体作为输入,使得M ~ = ker g/ im f。它的运行时间为O (| X | 3 + | Y | 3 + | Z | 3),并且需要O (| X | 2 + | Y | 2 + | Z | 2)内存,其中|·|表示rank。给出了该算法计算的表示形式,可以很容易地计算出M的分级贝蒂数。我们的方法是基于一个简单的矩阵约简算法,它可以计算自由模块、最小生成集和Gr¨obner基之间的态射核。我们计算最小表示的算法已经在RIVET中实现,RIVET是一个用于可视化和分析双参数持久同源的软件工具。在拓扑数据分析问题的实验中,我们的实现大大优于标准的计算交换代数包Singular和Macaulay2。
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Computing Minimal Presentations and Bigraded Betti Numbers of 2-Parameter Persistent Homology
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 f −→ Y g −→ Z such that M ∼ = ker g/ im f . It runs in time O ( | X | 3 + | Y | 3 + | Z | 3 ) and requires O ( | X | 2 + | Y | 2 + | Z | 2 ) memory, where | · | 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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来源期刊
CiteScore
2.20
自引率
0.00%
发文量
19
期刊最新文献
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