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This work incorporates topological features via persistence diagrams to classify point cloud data arising from materials science. Persistence diagrams are multisets summarizing the connectedness and holes of given data. A new distance on…

机器学习 · 统计学 2019-11-11 Vasileios Maroulas , Cassie Putman Micucci , Adam Spannaus

We introduce several geometric notions, including the width of a homology class, to the theory of persistent homology. These ideas provide geometric interpretations of persistence diagrams. Indeed, we give quantitative and geometric…

代数拓扑 · 数学 2022-12-27 Henry Adams , Baris Coskunuzer

Persistence diagrams (PDs) play a key role in topological data analysis (TDA), in which they are routinely used to describe topological properties of complicated shapes. PDs enjoy strong stability properties and have proven their utility in…

计算几何 · 计算机科学 2017-11-10 Mathieu Carrière , Marco Cuturi , Steve Oudot

We prove that posets of bounded height whose cover graphs belong to a fixed class with bounded expansion have bounded dimension. Bounded expansion, introduced by Ne\v{s}et\v{r}il and Ossona de Mendez as a model for sparsity in graphs, is a…

组合数学 · 数学 2019-02-11 Gwenaël Joret , Piotr Micek , Veit Wiechert

We define a simple, explicit map sending a morphism $f:M \rightarrow N$ of pointwise finite dimensional persistence modules to a matching between the barcodes of $M$ and $N$. Our main result is that, in a precise sense, the quality of this…

代数拓扑 · 数学 2016-10-25 Ulrich Bauer , Michael Lesnick

In this paper, we offer a new perspective on persistent homology by integrating key concepts from metric geometry. For a given compact subset $\mathcal{X}$ of a Banach space $\mathbf{Y}$, we analyze the topological features arising in the…

代数拓扑 · 数学 2025-11-26 Alexey Balitskiy , Baris Coskunuzer , Facundo Mémoli

Persistent homology is a popular technique in topological data analysis that tracks the lifespans of homological features in a nested sequence of spaces. This data is typically presented in a multi-set called a persistence diagram or a…

代数拓扑 · 数学 2025-11-26 Deni Salja

Persistence diagrams, combining geometry and topology for an effective shape description used in pattern recognition, have already proven to be an effective tool for shape representation with respect to a certainfiltering function.…

代数拓扑 · 数学 2018-12-26 Alessia Angeli , Massimo Ferri , Ivan Tomba

The dispersion error is often the dominant error for computed solutions of wave propagation problems with high-frequency components. In this paper, we define and give explicit examples of $\alpha$-dispersion-relation-preserving schemes.…

数值分析 · 数学 2021-10-12 Christopher Williams , Kenneth Duru

Persistent Topology studies topological features of shapes by analyzing the lower level sets of suitable functions, called filtering functions, and encoding the arising information in a parameterized version of the Betti numbers, i.e. the…

代数拓扑 · 数学 2010-05-05 Andrea Cerri , Patrizio Frosini

Efficient computation or approximation of Levenshtein distance, a widely-used metric for evaluating sequence similarity, has attracted significant attention with the emergence of DNA storage and other biological applications. Sequence…

机器学习 · 计算机科学 2024-04-01 Xiang Wei , Alan J. X. Guo , Sihan Sun , Mengyi Wei , Wei Yu

We give down-to-earth proofs of the structure theorems for persistence modules.

代数拓扑 · 数学 2025-07-03 Wee Liang Gan , Nadiya Upegui Keagy

We report on a systematic replica approach to calculate the subsystem trace distance for a quantum field theory. This method has been recently introduced in [J. Zhang, P. Ruggiero, P. Calabrese, Phys. Rev. Lett. 122, 141602 (2019)], of…

高能物理 - 理论 · 物理学 2019-11-05 Jiaju Zhang , Paola Ruggiero , Pasquale Calabrese

Expansions in non-integer bases have been investigated abundantly since their introduction by R\'enyi. It was discovered by Erd\H{o}s et al. that the sets of numbers with a unique expansion have a much more complex structure than in the…

数论 · 数学 2020-06-30 Yi Cai , Vilmos Komornik

We consider general Exponential Random Graph Models (ERGMs) where the sufficient statistics are functions of homomorphism counts for a fixed collection of simple graphs $F_k$. Whereas previous work has shown a degeneracy phenomenon in dense…

概率论 · 数学 2024-04-04 Nicholas A. Cook , Amir Dembo

While persistent homology has taken strides towards becoming a wide-spread tool for data analysis, multidimensional persistence has proven more difficult to apply. One reason is the serious drawback of no longer having a concise and…

代数拓扑 · 数学 2018-12-20 Mickaël Buchet , Emerson G. Escolar

One of the prevailing ideas in geometric and topological data analysis is to provide descriptors that encode useful information about hidden objects from observed data. The Reeb graph is one such descriptor for a given scalar function. The…

计算几何 · 计算机科学 2016-09-29 Ulrich Bauer , Xiaoyin Ge , Yusu Wang

Dimensionality reduction techniques are powerful tools for data preprocessing and visualization which typically come with few guarantees concerning the topological correctness of an embedding. The interleaving distance between the…

机器学习 · 计算机科学 2022-02-01 Bradley J. Nelson , Yuan Luo

A persistence module $M$, with coefficients in a field $\mathbb{F}$, is a finite-dimensional linear representation of an equioriented quiver of type $A_n$ or, equivalently, a graded module over the ring of polynomials $\mathbb{F}[x]$. It is…

As a step towards establishing homotopy-theoretic foundations for topological data analysis (TDA), we introduce and study homotopy interleavings between filtered topological spaces. These are homotopy-invariant analogues of interleavings,…

代数拓扑 · 数学 2022-05-03 Andrew J. Blumberg , Michael Lesnick
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