Dalle Molle Institute for Artificial Intelligence Research

dynoGP: Deep Gaussian Processes for Dynamic System Identification

ABSTRACT In this work, we present a novel approach to system identification for dynamical systems, based on a specific class of deep Gaussian processes (deepGPs). These models are constructed by interconnecting linear dynamic GPs (equivalent to stochastic linear time‐invariant dy...