Computation of $γ$-linear projected barcodes for multiparameter persistence

Alex Fernandes, Steve Oudot, Francois Petit
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Abstract

The $\gamma$-linear projected barcode was recently introduced as an alternative to the well-known fibered barcode for multiparameter persistence, in which restrictions of the modules to lines are replaced by pushforwards of the modules along linear forms in the polar of some fixed cone $\gamma$. So far, the computation of the $\gamma$-linear projected barcode has only been studied in the functional setting, in which persistence modules come from the persistent cohomology of $\mathbb{R}^n$-valued functions. Here we develop a method that works in the algebraic setting directly, for any multiparameter persistence module over $\mathbb{R}^n$ that is given via a finite free resolution. Our approach is similar to that of RIVET: first, it pre-processes the resolution to build an arrangement in the dual of $\mathbb{R}^n$ and a barcode template in each face of the arrangement; second, given any query linear form $u$ in the polar of $\gamma$, it locates $u$ within the arrangement to produce the corresponding barcode efficiently. While our theoretical complexity bounds are similar to the ones of RIVET, our arrangement turns out to be simpler thanks to the linear structure of the space of linear forms. Our theoretical analysis combines sheaf-theoretic and module-theoretic techniques, showing that multiparameter persistence modules can be converted into a special type of complexes of sheaves on vector spaces called conic-complexes, whose derived pushforwards by linear forms have predictable barcodes.
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计算多参数持久性的 $γ$ 线性投影条形码
最近引入了$\gamma$线性投影条形码,作为众所周知的多参数持久性纤维条形码的替代,其中模块对线的限制被模块沿着某个固定锥$\gamma$极点的线性形式的前推所取代。迄今为止,$\gamma$线性投影条形码的计算只在函数设置中进行过研究,在函数设置中,持久性模块来自$\mathbb{R}^n$值函数的持久性同调。在这里,我们开发了一种直接在代数环境中工作的方法,适用于通过有限自由解给出的 $\mathbb{R}^n$ 上的任何多参数持久性模块。我们的方法与 RIVET 类似:首先,它对分辨率进行预处理,在 $\mathbb{R}^n$ 的对偶中建立一个排列,并在排列的每个面上建立一个条码模板;其次,给定 $\gamma$ 的极值中的任意 querylinear form $u$,它就会在排列中找到 $u$,从而高效地生成相应的条码。虽然我们的理论复杂度界限与 RIVET 的界限相似,但由于线性形式空间的线性结构,我们的排列结果更为简单。我们的理论分析结合了剪子理论和模块理论技术,表明多参数持久性模块可以转换成向量空间上一种特殊的剪子复数,称为圆锥复数,它们由线性形式推导出的前推具有可预测的条形码。
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