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

Yuzhen Zhao, Yating Liu, Marc Hoffmann

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 observation…