2022
Variational multiple shooting for Bayesian ODEs with Gaussian processes
UAI 2022poster
Recent machine learning advances have proposed black-box estimation of \textit{unknown continuous-time system dynamics} directly from data. However, earlier works are based on approximative solutions or point estimates. We propose a novel Bayesian nonparametric model that uses Gaussian processes to…