activity
20192026
most citedConstructing coarse-scale bifurcation diagrams from spatio-temporal observations of microscopic simulations: A parsimonious machine learning approach

49 citations · 271 across the 22 of their papers we have counts for

collaborators
Showing 2025 · math.NAShow all

1 paper · 2 filters

math.NA2025

HEATNETs: Explainable Random Feature Neural Networks for High-Dimensional Parabolic PDEs

Kyriakos Georgiou, Gianluca Fabiani, Constantinos Siettos +1

We deal with the solution of the forward problem for high-dimensional parabolic PDEs with random feature (projection) neural networks (RFNNs). We first prove that there exists a si…