From Nonparametric Regression to Statistical Inference for Non-Ergodic Diffusion Processes

While the estimators of the drift function in SDEs are classically computed from one long-time observation of the ergodic stationary solution, here the estimation framework – which is part of functional data analysis – involves multiple copies of the (non-stationary) solution observed over a short-time interval.