110 citations · 125 across the 3 of their papers we have counts for
3 papers
math.DS2022
Spectral identification of networks with generalized diffusive coupling
Marvyn Gulina, Alexandre Mauroy
Spectral network identification aims at inferring the eigenvalues of the Laplacian matrix of a network from measurement data. This allows to capture global information on the netwo…
math.DS2020★ 15 cited
Two methods to approximate the Koopman operator with a reservoir computer
Marvyn Gulina, Alexandre Mauroy
The Koopman operator provides a powerful framework for data-driven analysis of dynamical systems. In the last few years, a wealth of numerical methods providing finite-dimensional…
cs.NE2018★ 110 cited
Using a reservoir computer to learn chaotic attractors, with applications to chaos synchronisation and cryptography
Piotr Antonik, Marvyn Gulina, Jaël Pauwels +1
Using the machine learning approach known as reservoir computing, it is possible to train one dynamical system to emulate another. We show that such trained reservoir computers rep…