Consistency of support vector machines for forecasting the evolution of an unknown ergodic dynamical system from observations with unknown noise

Ingo Steinwart, Marian Anghel

We consider the problem of forecasting the next (observable) state of an unknown ergodic dynamical system from a noisy observation of the present state. Our main result shows, for…