5 papers
On the Complexity of Low-Rank Matrix Signing and Entrywise Power Matrix Factorization
Nicolas Gillis, Subhayan Saha, Stefano Sicilia +1
Given a nonnegative matrix , a factorization rank and {a positive integer }, entrywise power matrix factorization (EPMF) looks for a low-rank matrix such that $X =…
Manifold-based Algorithms for the Hadamard Decomposition
Nicolas Gillis, Subhayan Saha, Stefano Sicilia +1
Given a matrix , and two ranks and , the Hadamard decomposition (HD) looks for two low-rank matrices, of rank and of rank , both of the same si…
Structured distance to singularity as a nonlinear system of equations
Miryam Gnazzo, Nicola Guglielmi, Federico Poloni +1
In this article we study the structured distance to singularity for a nonsingular matrix , with a prescribed linear structure (for instanc…
Improving the robustness of neural ODEs with minimal weight perturbation
Arturo De Marinis, Nicola Guglielmi, Stefano Sicilia +1
We propose a method to enhance the stability of a neural ordinary differential equation (neural ODE) by reducing the maximum error growth subsequent to a perturbation of the initia…
Minimum-norm solutions of the non-symmetric semidefinite Procrustes problem
Nicolas Gillis, Stefano Sicilia
Given two matrices and a set , a Procrustes problem consists in finding a matrix su…