246 citations · 1.2k across the 31 of their papers we have counts for
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Multiclass Total Variation Clustering
Xavier Bresson, Thomas Laurent, David Uminsky +1
Ideas from the image processing literature have recently motivated a new set of clustering algorithms that rely on the concept of total variation. While these algorithms perform we…
A Method Based on Total Variation for Network Modularity Optimization using the MBO Scheme
Huiyi Hu, Thomas Laurent, Mason A. Porter +1
The study of network structure is pervasive in sociology, biology, computer science, and many other disciplines. One of the most important areas of network science is the algorithm…
An Adaptive Total Variation Algorithm for Computing the Balanced Cut of a Graph
Xavier Bresson, Thomas Laurent, David Uminsky +1
We propose an adaptive version of the total variation algorithm proposed in [3] for computing the balanced cut of a graph. The algorithm from [3] used a sequence of inner total var…