Nonparametric risk bounds for time-series forecasting

Daniel J. McDonald, Cosma Rohilla Shalizi, Mark Schervish

We derive generalization error bounds for traditional time-series forecasting models. Our results hold for many standard forecasting tools including autoregressive models, moving a…