129 citations · 637 across the 37 of their papers we have counts for
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stat.ML2021★ 5 cited
Feature Engineering with Regularity Structures
Ilya Chevyrev, Andris Gerasimovics, Hendrik Weber
We investigate the use of models from the theory of regularity structures as features in machine learning tasks. A model is a polynomial function of a space-time signal designed to…
math.PR2021★ 3 cited
A Stochastic Model of Chemorepulsion with Additive Noise and Nonlinear Sensitivity
Ilya Chevyrev, Ben Hambly, Avi Mayorcas
We consider a stochastic partial differential equation (SPDE) model for chemorepulsion, with non-linear sensitivity on the one-dimensional torus. We show that for any suitable init…