8 citations · 8 across the 2 of their papers we have counts for
2 papers
stat.ML2025
On the emergence of numerical instabilities in Next Generation Reservoir Computing
Edmilson Roque dos Santos, Erik Bollt
Next Generation Reservoir Computing (NGRC) is a low-cost machine learning method for forecasting chaotic time series from data. Computational efficiency is crucial for scalable res…
math.DS2021★ 8 cited
Recovering sparse networks: Basis adaptation and stability under extensions
Marcel Novaes, Edmilson Roque dos Santos, Tiago Pereira
We consider the problem of recovering equations of motion from multivariate time series of oscillators interacting on sparse networks. We reconstruct the network from an initial gu…