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20122023
most citedA Survey of Vectorization Methods in Topological Data Analysis

74 citations · 266 across the 25 of their papers we have counts for

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Showing 2021Show all

6 papers · 1 filter

math.PR2021

Multivariate Central Limit Theorems for Random Clique Complexes

Tadas Temčinas, Vidit Nanda, Gesine Reinert

Motivated by open problems in applied and computational algebraic topology, we establish multivariate normal approximation theorems for three random vectors which arise organically…

math.AT2021★ 12 cited

The Space of Barcode Bases for Persistence Modules

Emile Jacquard, Vidit Nanda, Ulrike Tillmann

The barcode of a persistence module serves as a complete combinatorial invariant of its isomorphism class. Barcodes are typically extracted by performing changes of basis on a pers…

cs.LG2021

Dist2Cycle: A Simplicial Neural Network for Homology Localization

Alexandros Dimitrios Keros, Vidit Nanda, Kartic Subr

Simplicial complexes can be viewed as high dimensional generalizations of graphs that explicitly encode multi-way ordered relations between vertices at different resolutions, all a…

math.ST2021★ 1 cited

Tangent Space and Dimension Estimation with the Wasserstein Distance

Uzu Lim, Harald Oberhauser, Vidit Nanda

Consider a set of points sampled independently near a smooth compact submanifold of Euclidean space. We provide mathematically rigorous bounds on the number of sample points requir…

math.AG2021★ 16 cited

Conormal Spaces and Whitney Stratifications

Martin Helmer, Vidit Nanda

We describe a new algorithm for computing Whitney stratifications of complex projective varieties. The main ingredients are (a) an algebraic criterion, due to Lê and Teissier, whic…

math.RT2021

Principal Components along Quiver Representations

Anna Seigal, Heather A. Harrington, Vidit Nanda

Quiver representations arise naturally in many areas across mathematics. Here we describe an algorithm for calculating the vector space of sections, or compatible assignments of ve…