Marc Hoffmann

Drift Estimation for Diffusion Processes Using Neural Networks Based on Discretely Observed Independent Paths

This paper addresses the nonparametric estimation of the drift function over a compact domain for a time-homogeneous diffusion process, based on high-frequency discrete observations from N independent trajectories. We propose a neural network-based estimator and derive a non-asymptotic convergence r