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20232026
most citedOptimizing Probabilistic Propagation in Graphs by Adding Edges

1 citations · 2 across the 7 of their papers we have counts for

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cs.DS2025

Structural Optimal Jacobian Accumulation and Minimum Edge Count are NP-Complete Under Vertex Elimination

Matthias Bentert, Alex Crane, Pål Grønås Drange +2

We study graph-theoretic formulations of two fundamental problems in algorithmic differentiation. The first (Structural Optimal Jacobian Accumulation) is that of computing a Jacobi…

cs.DS2025

Equalizing Closeness Centralities via Edge Additions

Alex Crane, Sorelle A. Friedler, Mihir Patel +3

Graph modification problems with the goal of optimizing some measure of a given node's network position have a rich history in the algorithms literature. Less commonly explored are…

cs.DS2025

Edge-Colored Clustering in Hypergraphs: Beyond Minimizing Unsatisfied Edges

Alex Crane, Thomas Stanley, Blair D. Sullivan +1

We consider a framework for clustering edge-colored hypergraphs, where the goal is to cluster (equivalently, to color) objects based on the primary type of multiway interactions th…

cs.DS2024★ 1 cited

Optimizing Probabilistic Propagation in Graphs by Adding Edges

Aditya Bhaskara, Alex Crane, Shweta Jain +3

Probabilistic graphs are an abstraction that allow us to study randomized propagation in graphs. In a probabilistic graph, each edge is "active" with a certain probability, indepen…

cs.DS2024

Correlation Clustering with Vertex Splitting

Matthias Bentert, Alex Crane, Pål Grønås Drange +2

We explore Cluster Editing and its generalization Correlation Clustering with a new operation called permissive vertex splitting which addresses finding overlapping clusters in the…

cs.DS2023★ 1 cited

Overlapping and Robust Edge-Colored Clustering in Hypergraphs

Alex Crane, Brian Lavallee, Blair D. Sullivan +1

A recent trend in data mining has explored (hyper)graph clustering algorithms for data with categorical relationship types. Such algorithms have applications in the analysis of soc…