Integrated Pre-Processing for Bayesian Nonlinear System Identification with Gaussian Processes

Roger Frigola, Carl Edward Rasmussen

We introduce GP-FNARX: a new model for nonlinear system identification based on a nonlinear autoregressive exogenous model (NARX) with filtered regressors (F) where the nonlinear r…