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02/06/2020
Computing the norm of nonnegative matrices and the log-Sobolev constant of Markov chains
We analyze the global convergence of the power iterates for the computat...
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03/01/2018
The Power Mean Laplacian for Multilayer Graph Clustering
Multilayer graphs encode different kind of interactions between the same...
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01/12/2018
A unifying Perron-Frobenius theorem for nonnegative tensors via multi-homogeneous maps
Inspired by the definition of symmetric decomposition, we introduce the ...
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10/28/2016
Globally Optimal Training of Generalized Polynomial Neural Networks with Nonlinear Spectral Methods
The optimization problem behind neural networks is highly non-convex. Tr...
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11/09/2015
An Efficient Multilinear Optimization Framework for Hypergraph Matching
Hypergraph matching has recently become a popular approach for solving c...
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04/29/2015