A nonparametric method to predict non-Markovian time series of partially observed dynamics is developed. The prediction problem we consider a supervised learning task finding regression function that takes delay-embedded observable the at future time. When delay-embedding theory applicable, proposed consistent estimator flow map induced by delay-embedding. Furthermore, corresponding Mori–Zwanzi...