activity
20142026
most citedContinuum limit of total variation on point clouds

122 citations · 349 across the 22 of their papers we have counts for

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Showing 2014Show all

6 papers · 1 filter

stat.ML2014★ 25 cited

Consistency of Cheeger and Ratio Graph Cuts

Nicolas Garcia Trillos, Dejan Slepcev, James von Brecht +2

This paper establishes the consistency of a family of graph-cut-based algorithms for clustering of data clouds. We consider point clouds obtained as samples of a ground-truth measu…

math.AP2014

Average-distance problem for parameterized curves

Xin Yang Lu, Dejan Slepčev

We consider approximating a measure by a parameterized curve subject to length penalization. That is for a given finite positive compactly supported measure , for and…

math.PR2014★ 3 cited

On the rate of convergence of empirical measures in -transportation distance

Nicolás García Trillos, Dejan Slepčev

We consider random i.i.d. samples of absolutely continuous measures on bounded connected domains. We prove an upper bound on the -transportation distance between the measur…

math.AP2014★ 2 cited

Nonlocal-interaction equations on uniformly prox-regular sets

José A. Carrillo, Dejan Slepčev, Lijiang Wu

We study the well-posedness of a class of nonlocal-interaction equations on general domains , including nonconvex ones. We show that under mild assumptions o…

math.AP2014★ 68 cited

Existence of Ground States of Nonlocal-Interaction Energies

Robert Simione, Dejan Slepčev, Ihsan Topaloglu

We investigate which nonlocal-interaction energies have a ground state (global minimizer). We consider this question over the space of probability measures and establish a sharp co…

math.ST2014★ 122 cited

Continuum limit of total variation on point clouds

Nicolás García Trillos, Dejan Slepčev

We consider point clouds obtained as random samples of a measure on a Euclidean domain. A graph representing the point cloud is obtained by assigning weights to edges based on the…